bulk-preprocess-data
unawaz1996
2023-09-20
Last updated: 2024-04-02
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Knit directory: BITHub-preprocessing/
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Set-up
This R markdown document contains the complete code for the prep-rocessing of bulk RNA-sequencing files for Brain Integrative Transcriptome Hub (BITHub). All datasets were retrieved as described in Table 1 in the GitHub Repo.
In order to rerun the scripts - make sure to change the directories to the location of where the input files for preprocessing are stored. All directories are defined in each dataset section.
All other files are stored within the data folder of this R workflow directory.
library(recount3)
library(magrittr)
library(tibble)
library(reshape2)
library(SummarizedExperiment)
library(corrplot)
library(dplyr)
library(ggvenn)
library(pander)
library(gridExtra)
library(variancePartition)
library(DT)
library(EnsDb.Hsapiens.v86)
library(singscore)
library(AnnotationHub)
library(stargazer)
library(ggfortify)
library(glue)
library(cowplot)
library(broom)
library(glmpca)
library(DT)
library(naniar)
source("code/preprocess/functions.R")
source("code/preprocess/def_stages.R")strc_acr <- map_df(structure_acronym, ~as.data.frame(.x), .id="id") %>%
set_colnames("StructureAcronym")
colnames(strc_acr)[2] = c("Structure")
rgns = map_df(regions, ~as.data.frame(.x), .id="id") %>%
set_colnames("Regions")
colnames(rgns)[2] = c("StructureAcronym")
rgns_ftl = map_df(regions_fetal, ~as.data.frame(.x), .id="id") %>%
set_colnames("Regions")
colnames(rgns_ftl)[2] = c("StructureAcronym")Directories for all datasets
dir = file.path("/home/neuro/Documents/BrainData/Bulk")Datasets to preprocess
BrainSeq
bseq = file.path(dir, "Brainseq")
bseq.annot = read.csv(here::here("data/annotations/BrainSeq-metadata-annot.csv"), header = TRUE)
load(file.path(bseq, "rse_gene_unfiltered.Rdata"), envir = .GlobalEnv)
load(file.path(bseq,"methprop_pd.Rdata"), envir = .GlobalEnv)x = rse_gene@colData
x <- as.data.frame(x)
x <- as.data.frame(t(x))
replicated <- colnames(x)[grep(",", x["SAMPLE_ID",])]
y <- as.list(x)
y[replicated] <- lapply(y[replicated], function(z) {
# which variables to merge
to.weight <- which(sapply(z, length) > 1 & sapply(z, class) %in% c("numeric", "integer"))
# weighting of the merge
weighting <- z$numReads # total reads
weighting <- weighting / sum(weighting) # rather than a straight average, it's based on the number of reads
# apply weighting
z[to.weight] <- lapply(z[to.weight], function(zz) {
if (length(weighting) == length(zz)) {
sum(weighting * zz)
} else {
NaN
}
})
# quickly fix character variables
char <- which(sapply(z, length) > 1 & sapply(z, class) == "character")
z[char] <- lapply(z[char], function(zz) {
paste(zz, collapse = " & ")
})
return(z)
})
w <- lapply(y, as.data.frame)
w <- do.call("rbind", w)
comp <- as.data.frame(pd)
comp <- comp[,57:64]
m <- match(rownames(comp), rownames(w)) # they are
md<- cbind(w, comp[m,])
colnames(md) = bseq.annot$BITColumnName[match(colnames(md), bseq.annot$OriginalMetadataColumnName)]
# Adding features
md %<>%
rownames_to_column("SampleID") %>%
mutate(Period = ifelse(.$AgeNumeric > 0, "Postnatal", "Prenatal"),
StructureAcronym = gsub("HIPPO", "HIP", .$StructureAcronym),
Diagnosis = gsub("Schizo", "Schizophrenia", .$Diagnosis)) %>%
mutate(Regions = add_feature(.$StructureAcronym, regions)) %>%
mutate(Age_rounded = as.character(sapply(na.omit(.$AgeNumeric), num_to_round))) %>% as.data.frame() %>%
mutate(AgeInterval = as.character(add_feature(.$Age_rounded, age_intervals))) %>%
dplyr::select(-Age_rounded) %>%
dplyr::select("SampleID", everything()) %>%
as.data.frame()md %>%
DT::datatable(caption = "BrainSeq Metadata after harmonizing column names, ages and structure acronyms")exp = rse_gene@assays@.xData$data$rpkm
rownames(exp) <- sub("\\.[0-9]*$", "", rownames(exp))Export
write.csv(exp, file = "/home/neuro/Documents/BrainData/Bulk/Brainseq/Formatted/BrainSeq-exp.csv")
write.csv(md, file = "/home/neuro/Documents/BrainData/Bulk/Brainseq/Formatted/BrainSeq-metadata.csv")BrainSpan
bspan.annot = read.csv(here::here("data/annotations/BrainSpan-metadata-annot.csv"), header = TRUE)
bspan = file.path(dir, "BrainSpan")
columns.metadata = read.csv(file.path(bspan, "Kang/genes_matrix_csv/columns_metadata.csv"), header = TRUE)
exp = read.csv(file.path(bspan, "Kang/genes_matrix_csv/expression_matrix.csv"), header= FALSE, row.names= 1)
rows.metadata = read.csv(file.path(bspan, "Kang/genes_matrix_csv/rows_metadata.csv"))colnames(columns.metadata) = bspan.annot$BITColumnName[match(colnames(columns.metadata),bspan.annot$OriginalMetadataColumnName)]md = columns.metadata %>%
mutate(Stage = add_feature(.$Age, stages),
AgeInterval = add_feature(.$Age, age_intervals),
Diagnosis = "Control",
Age = gsub(" ","_", .$Age)) %>%
mutate(SampleID = paste(DonorID, Age, StructureAcronym, Stage, sep = "_"),
age_for_mRIN = gsub("_", "", .$Age),
DonorName = gsub("\\.","_", .$DonorName),
StructureAcronym = gsub("DFC", "DLPFC", StructureAcronym),
StructureAcronym = gsub("MFC", "ACC", StructureAcronym)) %>%
mutate(Regions = add_feature(.$StructureAcronym, regions)) %>%
mutate('sample name' = paste(DonorName, age_for_mRIN,Sex ,StructureAcronym, sep = "//")) %>%
dplyr::select("SampleID", everything())
md$AgeNumeric[grepl("pcw", md$Age, ignore.case = TRUE)]<-
md$Age[grepl("pcw", md$Age)] %>% str_remove("_pcw")%>%
as.numeric() %>% `-` (40) %>% divide_by(52)
md$AgeNumeric[grepl("mos", md$Age, ignore.case = TRUE)] <-
md$Age[grepl("_mos", md$Age)] %>% str_remove("_mos") %>%
as.numeric() %>% divide_by(12)
md$AgeNumeric[grepl("yrs", md$Age, ignore.case = TRUE)] <-
md$Age[grepl("_yrs", md$Age)] %>% str_remove("_yrs") %>%
as.numeric
md %<>% mutate(Period = ifelse(.$AgeNumeric >= 0, "Postnatal", "Prenatal"),
colname = paste(DonorName, Age, StructureAcronym, sep = "_"))colnames(exp) = md$SampleID
rownames(exp) <- rows.metadata$ensembl_gene_idmd.excel = read_excel(here::here("data/annotations/BrainSpan-additional.xlsx"),sheet =2, col_names = TRUE, skip =1) %>%
as.data.frame() %>% mutate_at(.vars = "AllenInstituteID",
.funs = gsub, pattern = "\\.", replacement = "\\_") %>%
mutate_at(.vars = "Age", .funs = gsub, pattern = "PCW", replacement = "_pcw") %>%
mutate_at(.vars = "Age", .funs = gsub, pattern = "M", replacement = "_mos") %>%
mutate_at(.vars = "Age", .funs = gsub, pattern = "Y", replacement = "_yrs") %>%
mutate_at(.vars = "Region/Area", .funs = gsub, pattern = "\\/", replacement = "-") %>%
mutate(colname = paste(AllenInstituteID, Age, `Region/Area`, sep = "_")) %>%
dplyr::select(-c(Agerange, Age, Description))
md = md %>%
left_join(.,md.excel, by = "colname", keep = TRUE)md.excel = read_excel(here::here("data/annotations/BrainSpan-additional.xlsx"), sheet = 1, col_names = TRUE) %>%
as.data.frame() %>%
mutate_at(.vars="Internal ID", .funs = gsub, pattern = "\\.", replacement = "\\_") %>%
dplyr::rename("Braincode" = "External ID")
md %<>%
left_join(md.excel, by ="Braincode") %>%
dplyr::select(-c("Age.y", "colname.y", "colname.x", "Gender", AllenInstituteID,
"Region/Area", "age_for_mRIN", "sample name", "Internal ID")) %>%
dplyr::rename("Ethnicity"="Ethn.") %>%
distinct(SampleID, .keep_all = TRUE)
md = md[!duplicated(md[,c('column_num')]),]
md %>%
dplyr::arrange(column_num) SampleID column_num DonorID DonorName Age.x Sex
1 13058_8_pcw_Ocx_s2a 1 13058 H376_IIA_51 8_pcw M
2 13058_8_pcw_M1C-S1C_s2a 2 13058 H376_IIA_51 8_pcw M
3 13058_8_pcw_AMY_s2a 3 13058 H376_IIA_51 8_pcw M
4 13058_8_pcw_MGE_s2a 4 13058 H376_IIA_51 8_pcw M
5 13058_8_pcw_STC_s2a 5 13058 H376_IIA_51 8_pcw M
6 13058_8_pcw_URL_s2a 6 13058 H376_IIA_51 8_pcw M
7 13058_8_pcw_CGE_s2a 7 13058 H376_IIA_51 8_pcw M
8 13058_8_pcw_DTH_s2a 8 13058 H376_IIA_51 8_pcw M
9 13058_8_pcw_MFC_s2a 9 13058 H376_IIA_51 8_pcw M
10 13058_8_pcw_DFC_s2a 10 13058 H376_IIA_51 8_pcw M
11 13058_8_pcw_OFC_s2a 11 13058 H376_IIA_51 8_pcw M
12 13058_8_pcw_LGE_s2a 12 13058 H376_IIA_51 8_pcw M
13 13058_8_pcw_ITC_s2a 13 13058 H376_IIA_51 8_pcw M
14 13058_8_pcw_HIP_s2a 14 13058 H376_IIA_51 8_pcw M
15 13058_8_pcw_VFC_s2a 15 13058 H376_IIA_51 8_pcw M
16 13058_8_pcw_PCx_s2a 16 13058 H376_IIA_51 8_pcw M
17 12833_9_pcw_DFC_s2a 17 12833 H376_IIA_50 9_pcw M
18 12833_9_pcw_MFC_s2a 18 12833 H376_IIA_50 9_pcw M
19 12833_9_pcw_AMY_s2a 19 12833 H376_IIA_50 9_pcw M
20 12833_9_pcw_DTH_s2a 20 12833 H376_IIA_50 9_pcw M
21 12833_9_pcw_URL_s2a 21 12833 H376_IIA_50 9_pcw M
22 12833_9_pcw_LGE_s2a 22 12833 H376_IIA_50 9_pcw M
23 12833_9_pcw_M1C-S1C_s2a 23 12833 H376_IIA_50 9_pcw M
24 12833_9_pcw_MGE_s2a 24 12833 H376_IIA_50 9_pcw M
25 12833_9_pcw_TCx_s2a 25 12833 H376_IIA_50 9_pcw M
26 12833_9_pcw_HIP_s2a 26 12833 H376_IIA_50 9_pcw M
27 12833_9_pcw_Ocx_s2a 27 12833 H376_IIA_50 9_pcw M
28 12833_9_pcw_CGE_s2a 28 12833 H376_IIA_50 9_pcw M
29 12833_9_pcw_OFC_s2a 29 12833 H376_IIA_50 9_pcw M
30 12833_9_pcw_PCx_s2a 30 12833 H376_IIA_50 9_pcw M
31 12835_12_pcw_HIP_s2b 31 12835 H376_IIB_50 12_pcw F
32 12835_12_pcw_DTH_s2b 32 12835 H376_IIB_50 12_pcw F
33 12835_12_pcw_AMY_s2b 33 12835 H376_IIB_50 12_pcw F
34 12835_12_pcw_A1C_s2b 34 12835 H376_IIB_50 12_pcw F
35 12835_12_pcw_V1C_s2b 35 12835 H376_IIB_50 12_pcw F
36 12835_12_pcw_MFC_s2b 36 12835 H376_IIB_50 12_pcw F
37 12835_12_pcw_STR_s2b 37 12835 H376_IIB_50 12_pcw F
38 12835_12_pcw_M1C_s2b 38 12835 H376_IIB_50 12_pcw F
39 12835_12_pcw_DFC_s2b 39 12835 H376_IIB_50 12_pcw F
40 12835_12_pcw_ITC_s2b 40 12835 H376_IIB_50 12_pcw F
41 12835_12_pcw_VFC_s2b 41 12835 H376_IIB_50 12_pcw F
42 12835_12_pcw_STC_s2b 42 12835 H376_IIB_50 12_pcw F
43 12835_12_pcw_IPC_s2b 43 12835 H376_IIB_50 12_pcw F
44 12835_12_pcw_OFC_s2b 44 12835 H376_IIB_50 12_pcw F
45 12835_12_pcw_S1C_s2b 45 12835 H376_IIB_50 12_pcw F
46 12960_12_pcw_STC_s2b 46 12960 H376_IIB_51 12_pcw F
47 12960_12_pcw_V1C_s2b 47 12960 H376_IIB_51 12_pcw F
48 12960_12_pcw_A1C_s2b 48 12960 H376_IIB_51 12_pcw F
49 12960_12_pcw_CB_s2b 49 12960 H376_IIB_51 12_pcw F
50 12960_12_pcw_ITC_s2b 50 12960 H376_IIB_51 12_pcw F
51 12960_12_pcw_IPC_s2b 51 12960 H376_IIB_51 12_pcw F
52 12960_12_pcw_S1C_s2b 52 12960 H376_IIB_51 12_pcw F
53 12960_12_pcw_DTH_s2b 53 12960 H376_IIB_51 12_pcw F
54 12960_12_pcw_HIP_s2b 54 12960 H376_IIB_51 12_pcw F
55 12960_12_pcw_DFC_s2b 55 12960 H376_IIB_51 12_pcw F
56 12960_12_pcw_OFC_s2b 56 12960 H376_IIB_51 12_pcw F
57 12960_12_pcw_M1C_s2b 57 12960 H376_IIB_51 12_pcw F
58 12960_12_pcw_VFC_s2b 58 12960 H376_IIB_51 12_pcw F
59 12960_12_pcw_AMY_s2b 59 12960 H376_IIB_51 12_pcw F
60 12960_12_pcw_STR_s2b 60 12960 H376_IIB_51 12_pcw F
61 13060_12_pcw_AMY_s2b 61 13060 H376_IIB_52 12_pcw F
62 13060_12_pcw_M1C_s2b 62 13060 H376_IIB_52 12_pcw F
63 13060_12_pcw_ITC_s2b 63 13060 H376_IIB_52 12_pcw F
64 13060_12_pcw_VFC_s2b 64 13060 H376_IIB_52 12_pcw F
65 13060_12_pcw_STR_s2b 65 13060 H376_IIB_52 12_pcw F
66 13060_12_pcw_CBC_s2b 66 13060 H376_IIB_52 12_pcw F
67 13060_12_pcw_DTH_s2b 67 13060 H376_IIB_52 12_pcw F
68 13060_12_pcw_DFC_s2b 68 13060 H376_IIB_52 12_pcw F
69 13060_12_pcw_OFC_s2b 69 13060 H376_IIB_52 12_pcw F
70 13060_12_pcw_S1C_s2b 70 13060 H376_IIB_52 12_pcw F
71 13060_12_pcw_V1C_s2b 71 13060 H376_IIB_52 12_pcw F
72 13060_12_pcw_MFC_s2b 72 13060 H376_IIB_52 12_pcw F
73 13060_12_pcw_HIP_s2b 73 13060 H376_IIB_52 12_pcw F
74 13060_12_pcw_IPC_s2b 74 13060 H376_IIB_52 12_pcw F
75 13060_12_pcw_A1C_s2b 75 13060 H376_IIB_52 12_pcw F
76 12820_13_pcw_STR_s3a 76 12820 H376_IIIA_50 13_pcw M
77 12820_13_pcw_M1C_s3a 77 12820 H376_IIIA_50 13_pcw M
78 12820_13_pcw_AMY_s3a 78 12820 H376_IIIA_50 13_pcw M
79 12820_13_pcw_S1C_s3a 79 12820 H376_IIIA_50 13_pcw M
80 12820_13_pcw_V1C_s3a 80 12820 H376_IIIA_50 13_pcw M
81 12820_13_pcw_A1C_s3a 81 12820 H376_IIIA_50 13_pcw M
82 12820_13_pcw_HIP_s3a 82 12820 H376_IIIA_50 13_pcw M
83 12820_13_pcw_VFC_s3a 83 12820 H376_IIIA_50 13_pcw M
84 12820_13_pcw_MFC_s3a 84 12820 H376_IIIA_50 13_pcw M
85 12820_13_pcw_STC_s3a 85 12820 H376_IIIA_50 13_pcw M
86 12820_13_pcw_OFC_s3a 86 12820 H376_IIIA_50 13_pcw M
87 12820_13_pcw_IPC_s3a 87 12820 H376_IIIA_50 13_pcw M
88 12820_13_pcw_DFC_s3a 88 12820 H376_IIIA_50 13_pcw M
89 12820_13_pcw_ITC_s3a 89 12820 H376_IIIA_50 13_pcw M
90 12834_13_pcw_STR_s3a 90 12834 H376_IIIA_51 13_pcw F
91 12834_13_pcw_S1C_s3a 91 12834 H376_IIIA_51 13_pcw F
92 12834_13_pcw_V1C_s3a 92 12834 H376_IIIA_51 13_pcw F
93 12834_13_pcw_AMY_s3a 93 12834 H376_IIIA_51 13_pcw F
94 12834_13_pcw_IPC_s3a 94 12834 H376_IIIA_51 13_pcw F
95 12834_13_pcw_CB_s3a 95 12834 H376_IIIA_51 13_pcw F
96 12834_13_pcw_DFC_s3a 96 12834 H376_IIIA_51 13_pcw F
97 12834_13_pcw_OFC_s3a 97 12834 H376_IIIA_51 13_pcw F
98 12834_13_pcw_STC_s3a 98 12834 H376_IIIA_51 13_pcw F
99 12834_13_pcw_A1C_s3a 99 12834 H376_IIIA_51 13_pcw F
100 12834_13_pcw_HIP_s3a 100 12834 H376_IIIA_51 13_pcw F
101 12834_13_pcw_M1C_s3a 101 12834 H376_IIIA_51 13_pcw F
102 12834_13_pcw_ITC_s3a 102 12834 H376_IIIA_51 13_pcw F
103 12834_13_pcw_MD_s3a 103 12834 H376_IIIA_51 13_pcw F
104 12834_13_pcw_MFC_s3a 104 12834 H376_IIIA_51 13_pcw F
105 12834_13_pcw_VFC_s3a 105 12834 H376_IIIA_51 13_pcw F
106 12888_13_pcw_S1C_s3a 106 12888 H376_IIIA_52 13_pcw M
107 12888_13_pcw_DFC_s3a 107 12888 H376_IIIA_52 13_pcw M
108 12888_13_pcw_CB_s3a 108 12888 H376_IIIA_52 13_pcw M
109 12888_13_pcw_AMY_s3a 109 12888 H376_IIIA_52 13_pcw M
110 12888_13_pcw_ITC_s3a 110 12888 H376_IIIA_52 13_pcw M
111 12888_13_pcw_HIP_s3a 111 12888 H376_IIIA_52 13_pcw M
112 12888_13_pcw_IPC_s3a 112 12888 H376_IIIA_52 13_pcw M
113 12888_13_pcw_A1C_s3a 113 12888 H376_IIIA_52 13_pcw M
114 12888_13_pcw_VFC_s3a 114 12888 H376_IIIA_52 13_pcw M
115 12888_13_pcw_STR_s3a 115 12888 H376_IIIA_52 13_pcw M
116 12888_13_pcw_OFC_s3a 116 12888 H376_IIIA_52 13_pcw M
117 12888_13_pcw_MFC_s3a 117 12888 H376_IIIA_52 13_pcw M
118 12888_13_pcw_V1C_s3a 118 12888 H376_IIIA_52 13_pcw M
119 12888_13_pcw_M1C_s3a 119 12888 H376_IIIA_52 13_pcw M
120 12287_16_pcw_VFC_s3b 120 12287 H376_IIIB_50 16_pcw M
121 12287_16_pcw_OFC_s3b 121 12287 H376_IIIB_50 16_pcw M
122 12287_16_pcw_STC_s3b 122 12287 H376_IIIB_50 16_pcw M
123 12287_16_pcw_DFC_s3b 123 12287 H376_IIIB_50 16_pcw M
124 12287_16_pcw_IPC_s3b 124 12287 H376_IIIB_50 16_pcw M
125 12287_16_pcw_A1C_s3b 125 12287 H376_IIIB_50 16_pcw M
126 12287_16_pcw_MFC_s3b 126 12287 H376_IIIB_50 16_pcw M
127 12287_16_pcw_STR_s3b 127 12287 H376_IIIB_50 16_pcw M
128 12287_16_pcw_MD_s3b 128 12287 H376_IIIB_50 16_pcw M
129 12287_16_pcw_V1C_s3b 129 12287 H376_IIIB_50 16_pcw M
130 12837_16_pcw_VFC_s3b 130 12837 H376_IIIB_51 16_pcw M
131 12837_16_pcw_STC_s3b 131 12837 H376_IIIB_51 16_pcw M
132 12837_16_pcw_IPC_s3b 132 12837 H376_IIIB_51 16_pcw M
133 12837_16_pcw_A1C_s3b 133 12837 H376_IIIB_51 16_pcw M
134 12837_16_pcw_MD_s3b 134 12837 H376_IIIB_51 16_pcw M
135 12837_16_pcw_AMY_s3b 135 12837 H376_IIIB_51 16_pcw M
136 12837_16_pcw_V1C_s3b 136 12837 H376_IIIB_51 16_pcw M
137 12837_16_pcw_ITC_s3b 137 12837 H376_IIIB_51 16_pcw M
138 12837_16_pcw_CBC_s3b 138 12837 H376_IIIB_51 16_pcw M
139 12837_16_pcw_HIP_s3b 139 12837 H376_IIIB_51 16_pcw M
140 12837_16_pcw_STR_s3b 140 12837 H376_IIIB_51 16_pcw M
141 12837_16_pcw_OFC_s3b 141 12837 H376_IIIB_51 16_pcw M
142 12837_16_pcw_DFC_s3b 142 12837 H376_IIIB_51 16_pcw M
143 12837_16_pcw_M1C_s3b 143 12837 H376_IIIB_51 16_pcw M
144 12837_16_pcw_MFC_s3b 144 12837 H376_IIIB_51 16_pcw M
145 12837_16_pcw_S1C_s3b 145 12837 H376_IIIB_51 16_pcw M
146 12879_16_pcw_HIP_s3b 146 12879 H376_IIIB_52 16_pcw M
147 12879_16_pcw_ITC_s3b 147 12879 H376_IIIB_52 16_pcw M
148 12879_16_pcw_DFC_s3b 148 12879 H376_IIIB_52 16_pcw M
149 12879_16_pcw_IPC_s3b 149 12879 H376_IIIB_52 16_pcw M
150 12879_16_pcw_STC_s3b 150 12879 H376_IIIB_52 16_pcw M
151 12879_16_pcw_V1C_s3b 151 12879 H376_IIIB_52 16_pcw M
152 12879_16_pcw_MD_s3b 152 12879 H376_IIIB_52 16_pcw M
153 12879_16_pcw_STR_s3b 153 12879 H376_IIIB_52 16_pcw M
154 12879_16_pcw_M1C-S1C_s3b 154 12879 H376_IIIB_52 16_pcw M
155 12879_16_pcw_A1C_s3b 155 12879 H376_IIIB_52 16_pcw M
156 12879_16_pcw_VFC_s3b 156 12879 H376_IIIB_52 16_pcw M
157 12879_16_pcw_AMY_s3b 157 12879 H376_IIIB_52 16_pcw M
158 12879_16_pcw_MFC_s3b 158 12879 H376_IIIB_52 16_pcw M
159 12880_17_pcw_STR_s3b 159 12880 H376_IIIB_53 17_pcw F
160 12880_17_pcw_STC_s3b 160 12880 H376_IIIB_53 17_pcw F
161 12880_17_pcw_MD_s3b 161 12880 H376_IIIB_53 17_pcw F
162 12880_17_pcw_A1C_s3b 162 12880 H376_IIIB_53 17_pcw F
163 12880_17_pcw_HIP_s3b 163 12880 H376_IIIB_53 17_pcw F
164 12880_17_pcw_DFC_s3b 164 12880 H376_IIIB_53 17_pcw F
165 12880_17_pcw_VFC_s3b 165 12880 H376_IIIB_53 17_pcw F
166 12880_17_pcw_IPC_s3b 166 12880 H376_IIIB_53 17_pcw F
167 12880_17_pcw_M1C-S1C_s3b 167 12880 H376_IIIB_53 17_pcw F
168 12880_17_pcw_V1C_s3b 168 12880 H376_IIIB_53 17_pcw F
169 12880_17_pcw_CBC_s3b 169 12880 H376_IIIB_53 17_pcw F
170 12880_17_pcw_OFC_s3b 170 12880 H376_IIIB_53 17_pcw F
171 12880_17_pcw_AMY_s3b 171 12880 H376_IIIB_53 17_pcw F
172 12880_17_pcw_MFC_s3b 172 12880 H376_IIIB_53 17_pcw F
173 12885_19_pcw_STC_s4 173 12885 H376_IV_53 19_pcw F
174 12885_19_pcw_IPC_s4 174 12885 H376_IV_53 19_pcw F
175 12885_19_pcw_M1C-S1C_s4 175 12885 H376_IV_53 19_pcw F
176 12885_19_pcw_MFC_s4 176 12885 H376_IV_53 19_pcw F
177 12885_19_pcw_V1C_s4 177 12885 H376_IV_53 19_pcw F
178 12885_19_pcw_HIP_s4 178 12885 H376_IV_53 19_pcw F
179 12885_19_pcw_A1C_s4 179 12885 H376_IV_53 19_pcw F
180 12885_19_pcw_MD_s4 180 12885 H376_IV_53 19_pcw F
181 12885_19_pcw_VFC_s4 181 12885 H376_IV_53 19_pcw F
182 12885_19_pcw_STR_s4 182 12885 H376_IV_53 19_pcw F
183 12885_19_pcw_DFC_s4 183 12885 H376_IV_53 19_pcw F
184 12365_21_pcw_CBC_s4 184 12365 H376_IV_51 21_pcw F
185 12365_21_pcw_ITC_s4 185 12365 H376_IV_51 21_pcw F
186 12886_21_pcw_MFC_s4 186 12886 H376_IV_54 21_pcw M
187 12886_21_pcw_M1C_s4 187 12886 H376_IV_54 21_pcw M
188 12886_21_pcw_STR_s4 188 12886 H376_IV_54 21_pcw M
189 12886_21_pcw_HIP_s4 189 12886 H376_IV_54 21_pcw M
190 12886_21_pcw_STC_s4 190 12886 H376_IV_54 21_pcw M
191 12886_21_pcw_ITC_s4 191 12886 H376_IV_54 21_pcw M
192 12886_21_pcw_AMY_s4 192 12886 H376_IV_54 21_pcw M
193 12886_21_pcw_VFC_s4 193 12886 H376_IV_54 21_pcw M
194 12886_21_pcw_OFC_s4 194 12886 H376_IV_54 21_pcw M
195 12886_21_pcw_V1C_s4 195 12886 H376_IV_54 21_pcw M
196 12886_21_pcw_S1C_s4 196 12886 H376_IV_54 21_pcw M
197 12886_21_pcw_CBC_s4 197 12886 H376_IV_54 21_pcw M
198 12886_21_pcw_IPC_s4 198 12886 H376_IV_54 21_pcw M
199 12886_21_pcw_DFC_s4 199 12886 H376_IV_54 21_pcw M
200 12288_24_pcw_HIP_s4 200 12288 H376_IV_50 24_pcw M
201 12288_24_pcw_AMY_s4 201 12288 H376_IV_50 24_pcw M
202 12288_24_pcw_DFC_s4 202 12288 H376_IV_50 24_pcw M
203 12288_24_pcw_S1C_s4 203 12288 H376_IV_50 24_pcw M
204 12288_24_pcw_MD_s4 204 12288 H376_IV_50 24_pcw M
205 12288_24_pcw_STR_s4 205 12288 H376_IV_50 24_pcw M
206 12288_24_pcw_A1C_s4 206 12288 H376_IV_50 24_pcw M
207 12288_24_pcw_IPC_s4 207 12288 H376_IV_50 24_pcw M
208 12288_24_pcw_OFC_s4 208 12288 H376_IV_50 24_pcw M
209 12288_24_pcw_STC_s4 209 12288 H376_IV_50 24_pcw M
210 12288_24_pcw_ITC_s4 210 12288 H376_IV_50 24_pcw M
211 12288_24_pcw_VFC_s4 211 12288 H376_IV_50 24_pcw M
212 12288_24_pcw_M1C_s4 212 12288 H376_IV_50 24_pcw M
213 12288_24_pcw_MFC_s4 213 12288 H376_IV_50 24_pcw M
214 12288_24_pcw_CBC_s4 214 12288 H376_IV_50 24_pcw M
215 12288_24_pcw_V1C_s4 215 12288 H376_IV_50 24_pcw M
216 12948_25_pcw_A1C_s5 216 12948 H376_V_51 25_pcw F
217 12949_26_pcw_STC_s5 217 12949 H376_V_52 26_pcw F
218 12949_26_pcw_V1C_s5 218 12949 H376_V_52 26_pcw F
219 12949_26_pcw_DFC_s5 219 12949 H376_V_52 26_pcw F
220 12295_35_pcw_CBC_s5 220 12295 H376_V_50 35_pcw F
221 12295_35_pcw_VFC_s5 221 12295 H376_V_50 35_pcw F
222 263195015_37_pcw_A1C_s5 222 263195015 H376_V_53 37_pcw M
223 263195015_37_pcw_OFC_s5 223 263195015 H376_V_53 37_pcw M
224 263195015_37_pcw_AMY_s5 224 263195015 H376_V_53 37_pcw M
225 263195015_37_pcw_V1C_s5 225 263195015 H376_V_53 37_pcw M
226 263195015_37_pcw_MFC_s5 226 263195015 H376_V_53 37_pcw M
227 263195015_37_pcw_MD_s5 227 263195015 H376_V_53 37_pcw M
228 263195015_37_pcw_CBC_s5 228 263195015 H376_V_53 37_pcw M
229 263195015_37_pcw_STR_s5 229 263195015 H376_V_53 37_pcw M
230 263195015_37_pcw_IPC_s5 230 263195015 H376_V_53 37_pcw M
231 263195015_37_pcw_ITC_s5 231 263195015 H376_V_53 37_pcw M
232 263195015_37_pcw_S1C_s5 232 263195015 H376_V_53 37_pcw M
233 263195015_37_pcw_DFC_s5 233 263195015 H376_V_53 37_pcw M
234 263195015_37_pcw_STC_s5 234 263195015 H376_V_53 37_pcw M
235 263195015_37_pcw_M1C_s5 235 263195015 H376_V_53 37_pcw M
236 263195015_37_pcw_VFC_s5 236 263195015 H376_V_53 37_pcw M
237 263195015_37_pcw_HIP_s5 237 263195015 H376_V_53 37_pcw M
238 12296_4_mos_STC_s6 238 12296 H376_VI_50 4_mos M
239 12296_4_mos_STR_s6 239 12296 H376_VI_50 4_mos M
240 12296_4_mos_V1C_s6 240 12296 H376_VI_50 4_mos M
241 12296_4_mos_CBC_s6 241 12296 H376_VI_50 4_mos M
242 12296_4_mos_HIP_s6 242 12296 H376_VI_50 4_mos M
243 12296_4_mos_MD_s6 243 12296 H376_VI_50 4_mos M
244 12296_4_mos_ITC_s6 244 12296 H376_VI_50 4_mos M
245 12296_4_mos_AMY_s6 245 12296 H376_VI_50 4_mos M
246 12296_4_mos_MFC_s6 246 12296 H376_VI_50 4_mos M
247 12889_4_mos_M1C_s6 247 12889 H376_VI_51 4_mos M
248 12889_4_mos_DFC_s6 248 12889 H376_VI_51 4_mos M
249 12889_4_mos_OFC_s6 249 12889 H376_VI_51 4_mos M
250 12889_4_mos_A1C_s6 250 12889 H376_VI_51 4_mos M
251 12889_4_mos_STC_s6 251 12889 H376_VI_51 4_mos M
252 12889_4_mos_VFC_s6 252 12889 H376_VI_51 4_mos M
253 12889_4_mos_ITC_s6 253 12889 H376_VI_51 4_mos M
254 12889_4_mos_AMY_s6 254 12889 H376_VI_51 4_mos M
255 12890_4_mos_M1C_s6 255 12890 H376_VI_52 4_mos M
256 12890_4_mos_MD_s6 256 12890 H376_VI_52 4_mos M
257 12890_4_mos_OFC_s6 257 12890 H376_VI_52 4_mos M
258 12890_4_mos_STR_s6 258 12890 H376_VI_52 4_mos M
259 12890_4_mos_STC_s6 259 12890 H376_VI_52 4_mos M
260 12890_4_mos_A1C_s6 260 12890 H376_VI_52 4_mos M
261 12890_4_mos_HIP_s6 261 12890 H376_VI_52 4_mos M
262 12890_4_mos_AMY_s6 262 12890 H376_VI_52 4_mos M
263 12890_4_mos_MFC_s6 263 12890 H376_VI_52 4_mos M
264 12890_4_mos_V1C_s6 264 12890 H376_VI_52 4_mos M
265 12890_4_mos_ITC_s6 265 12890 H376_VI_52 4_mos M
266 12890_4_mos_S1C_s6 266 12890 H376_VI_52 4_mos M
267 12890_4_mos_IPC_s6 267 12890 H376_VI_52 4_mos M
268 12890_4_mos_CBC_s6 268 12890 H376_VI_52 4_mos M
269 12890_4_mos_DFC_s6 269 12890 H376_VI_52 4_mos M
270 12890_4_mos_VFC_s6 270 12890 H376_VI_52 4_mos M
271 12977_10_mos_S1C_s7 271 12977 H376_VII_51 10_mos M
272 12977_10_mos_IPC_s7 272 12977 H376_VII_51 10_mos M
273 12977_10_mos_STC_s7 273 12977 H376_VII_51 10_mos M
274 12977_10_mos_DFC_s7 274 12977 H376_VII_51 10_mos M
275 12977_10_mos_OFC_s7 275 12977 H376_VII_51 10_mos M
276 12977_10_mos_MFC_s7 276 12977 H376_VII_51 10_mos M
277 12977_10_mos_CBC_s7 277 12977 H376_VII_51 10_mos M
278 12977_10_mos_ITC_s7 278 12977 H376_VII_51 10_mos M
279 12977_10_mos_MD_s7 279 12977 H376_VII_51 10_mos M
280 12977_10_mos_V1C_s7 280 12977 H376_VII_51 10_mos M
281 12830_1_yrs_AMY_s7 281 12830 H376_VIII_51 1_yrs F
282 12830_1_yrs_M1C_s7 282 12830 H376_VIII_51 1_yrs F
283 12830_1_yrs_DFC_s7 283 12830 H376_VIII_51 1_yrs F
284 12830_1_yrs_STC_s7 284 12830 H376_VIII_51 1_yrs F
285 12830_1_yrs_V1C_s7 285 12830 H376_VIII_51 1_yrs F
286 12830_1_yrs_MFC_s7 286 12830 H376_VIII_51 1_yrs F
287 12830_1_yrs_OFC_s7 287 12830 H376_VIII_51 1_yrs F
288 12830_1_yrs_ITC_s7 288 12830 H376_VIII_51 1_yrs F
289 12830_1_yrs_S1C_s7 289 12830 H376_VIII_51 1_yrs F
290 12830_1_yrs_VFC_s7 290 12830 H376_VIII_51 1_yrs F
291 12830_1_yrs_CBC_s7 291 12830 H376_VIII_51 1_yrs F
292 12830_1_yrs_A1C_s7 292 12830 H376_VIII_51 1_yrs F
293 12830_1_yrs_MD_s7 293 12830 H376_VIII_51 1_yrs F
294 12830_1_yrs_HIP_s7 294 12830 H376_VIII_51 1_yrs F
295 12830_1_yrs_IPC_s7 295 12830 H376_VIII_51 1_yrs F
296 12830_1_yrs_STR_s7 296 12830 H376_VIII_51 1_yrs F
297 12979_2_yrs_VFC_s8 297 12979 H376_VIII_53 2_yrs F
298 12979_2_yrs_IPC_s8 298 12979 H376_VIII_53 2_yrs F
299 12979_2_yrs_S1C_s8 299 12979 H376_VIII_53 2_yrs F
300 12979_2_yrs_ITC_s8 300 12979 H376_VIII_53 2_yrs F
301 12979_2_yrs_MD_s8 301 12979 H376_VIII_53 2_yrs F
302 12979_2_yrs_DFC_s8 302 12979 H376_VIII_53 2_yrs F
303 12979_2_yrs_MFC_s8 303 12979 H376_VIII_53 2_yrs F
304 12979_2_yrs_CBC_s8 304 12979 H376_VIII_53 2_yrs F
305 12979_2_yrs_HIP_s8 305 12979 H376_VIII_53 2_yrs F
306 12979_2_yrs_OFC_s8 306 12979 H376_VIII_53 2_yrs F
307 12979_2_yrs_V1C_s8 307 12979 H376_VIII_53 2_yrs F
308 12979_2_yrs_STC_s8 308 12979 H376_VIII_53 2_yrs F
309 12836_3_yrs_STR_s8 309 12836 H376_VIII_52 3_yrs F
310 12836_3_yrs_STC_s8 310 12836 H376_VIII_52 3_yrs F
311 12836_3_yrs_IPC_s8 311 12836 H376_VIII_52 3_yrs F
312 12836_3_yrs_ITC_s8 312 12836 H376_VIII_52 3_yrs F
313 12836_3_yrs_CBC_s8 313 12836 H376_VIII_52 3_yrs F
314 12836_3_yrs_AMY_s8 314 12836 H376_VIII_52 3_yrs F
315 12836_3_yrs_VFC_s8 315 12836 H376_VIII_52 3_yrs F
316 12836_3_yrs_M1C_s8 316 12836 H376_VIII_52 3_yrs F
317 12836_3_yrs_A1C_s8 317 12836 H376_VIII_52 3_yrs F
318 12836_3_yrs_MD_s8 318 12836 H376_VIII_52 3_yrs F
319 12836_3_yrs_V1C_s8 319 12836 H376_VIII_52 3_yrs F
320 12980_3_yrs_OFC_s8 320 12980 H376_VIII_54 3_yrs M
321 12980_3_yrs_MFC_s8 321 12980 H376_VIII_54 3_yrs M
322 12980_3_yrs_M1C_s8 322 12980 H376_VIII_54 3_yrs M
323 12980_3_yrs_S1C_s8 323 12980 H376_VIII_54 3_yrs M
324 12980_3_yrs_STC_s8 324 12980 H376_VIII_54 3_yrs M
325 12980_3_yrs_IPC_s8 325 12980 H376_VIII_54 3_yrs M
326 12980_3_yrs_A1C_s8 326 12980 H376_VIII_54 3_yrs M
327 12980_3_yrs_CBC_s8 327 12980 H376_VIII_54 3_yrs M
328 12980_3_yrs_V1C_s8 328 12980 H376_VIII_54 3_yrs M
329 12980_3_yrs_AMY_s8 329 12980 H376_VIII_54 3_yrs M
330 12980_3_yrs_VFC_s8 330 12980 H376_VIII_54 3_yrs M
331 12980_3_yrs_DFC_s8 331 12980 H376_VIII_54 3_yrs M
332 12980_3_yrs_HIP_s8 332 12980 H376_VIII_54 3_yrs M
333 12980_3_yrs_ITC_s8 333 12980 H376_VIII_54 3_yrs M
334 12298_4_yrs_AMY_s8 334 12298 H376_VIII_50 4_yrs M
335 12298_4_yrs_STR_s8 335 12298 H376_VIII_50 4_yrs M
336 12298_4_yrs_VFC_s8 336 12298 H376_VIII_50 4_yrs M
337 12298_4_yrs_DFC_s8 337 12298 H376_VIII_50 4_yrs M
338 12298_4_yrs_STC_s8 338 12298 H376_VIII_50 4_yrs M
339 12298_4_yrs_CBC_s8 339 12298 H376_VIII_50 4_yrs M
340 12298_4_yrs_MD_s8 340 12298 H376_VIII_50 4_yrs M
341 12841_8_yrs_ITC_s9 341 12841 H376_IX_51 8_yrs M
342 12841_8_yrs_S1C_s9 342 12841 H376_IX_51 8_yrs M
343 12841_8_yrs_IPC_s9 343 12841 H376_IX_51 8_yrs M
344 12841_8_yrs_V1C_s9 344 12841 H376_IX_51 8_yrs M
345 12841_8_yrs_STC_s9 345 12841 H376_IX_51 8_yrs M
346 12841_8_yrs_MD_s9 346 12841 H376_IX_51 8_yrs M
347 12841_8_yrs_VFC_s9 347 12841 H376_IX_51 8_yrs M
348 12841_8_yrs_HIP_s9 348 12841 H376_IX_51 8_yrs M
349 12841_8_yrs_AMY_s9 349 12841 H376_IX_51 8_yrs M
350 12841_8_yrs_M1C_s9 350 12841 H376_IX_51 8_yrs M
351 12841_8_yrs_CBC_s9 351 12841 H376_IX_51 8_yrs M
352 12841_8_yrs_DFC_s9 352 12841 H376_IX_51 8_yrs M
353 12841_8_yrs_STR_s9 353 12841 H376_IX_51 8_yrs M
354 12841_8_yrs_A1C_s9 354 12841 H376_IX_51 8_yrs M
355 12841_8_yrs_MFC_s9 355 12841 H376_IX_51 8_yrs M
356 12841_8_yrs_OFC_s9 356 12841 H376_IX_51 8_yrs M
357 12981_8_yrs_MFC_s9 357 12981 H376_IX_52 8_yrs M
358 12981_8_yrs_CBC_s9 358 12981 H376_IX_52 8_yrs M
359 12981_8_yrs_A1C_s9 359 12981 H376_IX_52 8_yrs M
360 12981_8_yrs_VFC_s9 360 12981 H376_IX_52 8_yrs M
361 12981_8_yrs_HIP_s9 361 12981 H376_IX_52 8_yrs M
362 12981_8_yrs_AMY_s9 362 12981 H376_IX_52 8_yrs M
363 12981_8_yrs_V1C_s9 363 12981 H376_IX_52 8_yrs M
364 12981_8_yrs_IPC_s9 364 12981 H376_IX_52 8_yrs M
365 12981_8_yrs_DFC_s9 365 12981 H376_IX_52 8_yrs M
366 12981_8_yrs_STC_s9 366 12981 H376_IX_52 8_yrs M
367 12981_8_yrs_ITC_s9 367 12981 H376_IX_52 8_yrs M
368 12289_11_yrs_VFC_s9 368 12289 H376_IX_50 11_yrs F
369 12289_11_yrs_IPC_s9 369 12289 H376_IX_50 11_yrs F
370 12289_11_yrs_ITC_s9 370 12289 H376_IX_50 11_yrs F
371 12289_11_yrs_STC_s9 371 12289 H376_IX_50 11_yrs F
372 12289_11_yrs_S1C_s9 372 12289 H376_IX_50 11_yrs F
373 12289_11_yrs_DFC_s9 373 12289 H376_IX_50 11_yrs F
374 12289_11_yrs_AMY_s9 374 12289 H376_IX_50 11_yrs F
375 12289_11_yrs_V1C_s9 375 12289 H376_IX_50 11_yrs F
376 12289_11_yrs_CBC_s9 376 12289 H376_IX_50 11_yrs F
377 12289_11_yrs_A1C_s9 377 12289 H376_IX_50 11_yrs F
378 12289_11_yrs_HIP_s9 378 12289 H376_IX_50 11_yrs F
379 12289_11_yrs_M1C_s9 379 12289 H376_IX_50 11_yrs F
380 12289_11_yrs_OFC_s9 380 12289 H376_IX_50 11_yrs F
381 12289_11_yrs_MFC_s9 381 12289 H376_IX_50 11_yrs F
382 12831_13_yrs_MFC_s10 382 12831 H376_X_51 13_yrs F
383 12831_13_yrs_IPC_s10 383 12831 H376_X_51 13_yrs F
384 12831_13_yrs_VFC_s10 384 12831 H376_X_51 13_yrs F
385 12831_13_yrs_A1C_s10 385 12831 H376_X_51 13_yrs F
386 12831_13_yrs_ITC_s10 386 12831 H376_X_51 13_yrs F
387 12831_13_yrs_STC_s10 387 12831 H376_X_51 13_yrs F
388 12831_13_yrs_CBC_s10 388 12831 H376_X_51 13_yrs F
389 12831_13_yrs_V1C_s10 389 12831 H376_X_51 13_yrs F
390 12831_13_yrs_S1C_s10 390 12831 H376_X_51 13_yrs F
391 12831_13_yrs_DFC_s10 391 12831 H376_X_51 13_yrs F
392 12831_13_yrs_OFC_s10 392 12831 H376_X_51 13_yrs F
393 12831_13_yrs_MD_s10 393 12831 H376_X_51 13_yrs F
394 12831_13_yrs_AMY_s10 394 12831 H376_X_51 13_yrs F
395 12831_13_yrs_M1C_s10 395 12831 H376_X_51 13_yrs F
396 12831_13_yrs_HIP_s10 396 12831 H376_X_51 13_yrs F
397 12831_13_yrs_STR_s10 397 12831 H376_X_51 13_yrs F
398 12299_15_yrs_IPC_s10 398 12299 H376_X_50 15_yrs M
399 12299_15_yrs_CBC_s10 399 12299 H376_X_50 15_yrs M
400 12299_15_yrs_STC_s10 400 12299 H376_X_50 15_yrs M
401 12299_15_yrs_ITC_s10 401 12299 H376_X_50 15_yrs M
402 12299_15_yrs_AMY_s10 402 12299 H376_X_50 15_yrs M
403 12984_18_yrs_HIP_s10 403 12984 H376_X_53 18_yrs M
404 12984_18_yrs_M1C_s10 404 12984 H376_X_53 18_yrs M
405 12984_18_yrs_V1C_s10 405 12984 H376_X_53 18_yrs M
406 12984_18_yrs_A1C_s10 406 12984 H376_X_53 18_yrs M
407 12984_18_yrs_ITC_s10 407 12984 H376_X_53 18_yrs M
408 12984_18_yrs_VFC_s10 408 12984 H376_X_53 18_yrs M
409 12984_18_yrs_MFC_s10 409 12984 H376_X_53 18_yrs M
410 12984_18_yrs_STC_s10 410 12984 H376_X_53 18_yrs M
411 12984_18_yrs_DFC_s10 411 12984 H376_X_53 18_yrs M
412 12984_18_yrs_S1C_s10 412 12984 H376_X_53 18_yrs M
413 12984_18_yrs_IPC_s10 413 12984 H376_X_53 18_yrs M
414 12984_18_yrs_OFC_s10 414 12984 H376_X_53 18_yrs M
415 12984_18_yrs_CBC_s10 415 12984 H376_X_53 18_yrs M
416 12832_19_yrs_STC_s10 416 12832 H376_X_52 19_yrs F
417 12832_19_yrs_CBC_s10 417 12832 H376_X_52 19_yrs F
418 12832_19_yrs_DFC_s10 418 12832 H376_X_52 19_yrs F
419 12832_19_yrs_AMY_s10 419 12832 H376_X_52 19_yrs F
420 12832_19_yrs_OFC_s10 420 12832 H376_X_52 19_yrs F
421 12832_19_yrs_ITC_s10 421 12832 H376_X_52 19_yrs F
422 12832_19_yrs_STR_s10 422 12832 H376_X_52 19_yrs F
423 12832_19_yrs_S1C_s10 423 12832 H376_X_52 19_yrs F
424 12832_19_yrs_M1C_s10 424 12832 H376_X_52 19_yrs F
425 12832_19_yrs_HIP_s10 425 12832 H376_X_52 19_yrs F
426 12832_19_yrs_A1C_s10 426 12832 H376_X_52 19_yrs F
427 12832_19_yrs_V1C_s10 427 12832 H376_X_52 19_yrs F
428 12832_19_yrs_IPC_s10 428 12832 H376_X_52 19_yrs F
429 12832_19_yrs_VFC_s10 429 12832 H376_X_52 19_yrs F
430 12832_19_yrs_MFC_s10 430 12832 H376_X_52 19_yrs F
431 12832_19_yrs_MD_s10 431 12832 H376_X_52 19_yrs F
432 13057_21_yrs_MFC_s11 432 13057 H376_XI_60 21_yrs F
433 13057_21_yrs_M1C_s11 433 13057 H376_XI_60 21_yrs F
434 13057_21_yrs_A1C_s11 434 13057 H376_XI_60 21_yrs F
435 13057_21_yrs_DFC_s11 435 13057 H376_XI_60 21_yrs F
436 13057_21_yrs_AMY_s11 436 13057 H376_XI_60 21_yrs F
437 13057_21_yrs_MD_s11 437 13057 H376_XI_60 21_yrs F
438 13057_21_yrs_V1C_s11 438 13057 H376_XI_60 21_yrs F
439 13057_21_yrs_STC_s11 439 13057 H376_XI_60 21_yrs F
440 13057_21_yrs_VFC_s11 440 13057 H376_XI_60 21_yrs F
441 13057_21_yrs_CBC_s11 441 13057 H376_XI_60 21_yrs F
442 13057_21_yrs_S1C_s11 442 13057 H376_XI_60 21_yrs F
443 13057_21_yrs_ITC_s11 443 13057 H376_XI_60 21_yrs F
444 13057_21_yrs_IPC_s11 444 13057 H376_XI_60 21_yrs F
445 13057_21_yrs_HIP_s11 445 13057 H376_XI_60 21_yrs F
446 13057_21_yrs_STR_s11 446 13057 H376_XI_60 21_yrs F
447 13057_21_yrs_OFC_s11 447 13057 H376_XI_60 21_yrs F
448 12300_23_yrs_ITC_s11 448 12300 H376_XI_50 23_yrs M
449 12300_23_yrs_AMY_s11 449 12300 H376_XI_50 23_yrs M
450 12300_23_yrs_OFC_s11 450 12300 H376_XI_50 23_yrs M
451 12300_23_yrs_MD_s11 451 12300 H376_XI_50 23_yrs M
452 12300_23_yrs_STC_s11 452 12300 H376_XI_50 23_yrs M
453 12300_23_yrs_VFC_s11 453 12300 H376_XI_50 23_yrs M
454 12300_23_yrs_MFC_s11 454 12300 H376_XI_50 23_yrs M
455 12300_23_yrs_M1C_s11 455 12300 H376_XI_50 23_yrs M
456 12300_23_yrs_HIP_s11 456 12300 H376_XI_50 23_yrs M
457 12300_23_yrs_CBC_s11 457 12300 H376_XI_50 23_yrs M
458 12300_23_yrs_S1C_s11 458 12300 H376_XI_50 23_yrs M
459 12300_23_yrs_A1C_s11 459 12300 H376_XI_50 23_yrs M
460 12300_23_yrs_IPC_s11 460 12300 H376_XI_50 23_yrs M
461 12300_23_yrs_STR_s11 461 12300 H376_XI_50 23_yrs M
462 12290_30_yrs_ITC_s12 462 12290 H376_XI_52 30_yrs F
463 12290_30_yrs_STR_s12 463 12290 H376_XI_52 30_yrs F
464 12290_30_yrs_MFC_s12 464 12290 H376_XI_52 30_yrs F
465 12290_30_yrs_OFC_s12 465 12290 H376_XI_52 30_yrs F
466 12290_30_yrs_IPC_s12 466 12290 H376_XI_52 30_yrs F
467 12290_30_yrs_STC_s12 467 12290 H376_XI_52 30_yrs F
468 12290_30_yrs_S1C_s12 468 12290 H376_XI_52 30_yrs F
469 12290_30_yrs_MD_s12 469 12290 H376_XI_52 30_yrs F
470 12290_30_yrs_HIP_s12 470 12290 H376_XI_52 30_yrs F
471 12290_30_yrs_A1C_s12 471 12290 H376_XI_52 30_yrs F
472 12290_30_yrs_V1C_s12 472 12290 H376_XI_52 30_yrs F
473 12290_30_yrs_DFC_s12 473 12290 H376_XI_52 30_yrs F
474 12290_30_yrs_AMY_s12 474 12290 H376_XI_52 30_yrs F
475 12290_30_yrs_M1C_s12 475 12290 H376_XI_52 30_yrs F
476 12290_30_yrs_VFC_s12 476 12290 H376_XI_52 30_yrs F
477 12290_30_yrs_CBC_s12 477 12290 H376_XI_52 30_yrs F
478 12302_36_yrs_M1C_s12 478 12302 H376_XI_53 36_yrs M
479 12302_36_yrs_STC_s12 479 12302 H376_XI_53 36_yrs M
480 12302_36_yrs_MFC_s12 480 12302 H376_XI_53 36_yrs M
481 12302_36_yrs_ITC_s12 481 12302 H376_XI_53 36_yrs M
482 12302_36_yrs_IPC_s12 482 12302 H376_XI_53 36_yrs M
483 12302_36_yrs_AMY_s12 483 12302 H376_XI_53 36_yrs M
484 12302_36_yrs_OFC_s12 484 12302 H376_XI_53 36_yrs M
485 12302_36_yrs_VFC_s12 485 12302 H376_XI_53 36_yrs M
486 12302_36_yrs_DFC_s12 486 12302 H376_XI_53 36_yrs M
487 12302_36_yrs_A1C_s12 487 12302 H376_XI_53 36_yrs M
488 12302_36_yrs_V1C_s12 488 12302 H376_XI_53 36_yrs M
489 12302_36_yrs_CBC_s12 489 12302 H376_XI_53 36_yrs M
490 12302_36_yrs_S1C_s12 490 12302 H376_XI_53 36_yrs M
491 12302_36_yrs_HIP_s12 491 12302 H376_XI_53 36_yrs M
492 12302_36_yrs_STR_s12 492 12302 H376_XI_53 36_yrs M
493 12302_36_yrs_MD_s12 493 12302 H376_XI_53 36_yrs M
494 12303_37_yrs_S1C_s12 494 12303 H376_XI_54 37_yrs M
495 12303_37_yrs_V1C_s12 495 12303 H376_XI_54 37_yrs M
496 12303_37_yrs_CBC_s12 496 12303 H376_XI_54 37_yrs M
497 12303_37_yrs_HIP_s12 497 12303 H376_XI_54 37_yrs M
498 12303_37_yrs_IPC_s12 498 12303 H376_XI_54 37_yrs M
499 12303_37_yrs_MD_s12 499 12303 H376_XI_54 37_yrs M
500 12303_37_yrs_DFC_s12 500 12303 H376_XI_54 37_yrs M
501 12303_37_yrs_VFC_s12 501 12303 H376_XI_54 37_yrs M
502 12303_37_yrs_ITC_s12 502 12303 H376_XI_54 37_yrs M
503 12303_37_yrs_A1C_s12 503 12303 H376_XI_54 37_yrs M
504 12303_37_yrs_M1C_s12 504 12303 H376_XI_54 37_yrs M
505 12303_37_yrs_OFC_s12 505 12303 H376_XI_54 37_yrs M
506 12303_37_yrs_STR_s12 506 12303 H376_XI_54 37_yrs M
507 12303_37_yrs_STC_s12 507 12303 H376_XI_54 37_yrs M
508 12303_37_yrs_AMY_s12 508 12303 H376_XI_54 37_yrs M
509 12303_37_yrs_MFC_s12 509 12303 H376_XI_54 37_yrs M
510 12304_40_yrs_DFC_s13 510 12304 H376_XI_56 40_yrs F
511 12304_40_yrs_ITC_s13 511 12304 H376_XI_56 40_yrs F
512 12304_40_yrs_VFC_s13 512 12304 H376_XI_56 40_yrs F
513 12304_40_yrs_MD_s13 513 12304 H376_XI_56 40_yrs F
514 12304_40_yrs_AMY_s13 514 12304 H376_XI_56 40_yrs F
515 12304_40_yrs_A1C_s13 515 12304 H376_XI_56 40_yrs F
516 12304_40_yrs_CBC_s13 516 12304 H376_XI_56 40_yrs F
517 12304_40_yrs_V1C_s13 517 12304 H376_XI_56 40_yrs F
518 12304_40_yrs_OFC_s13 518 12304 H376_XI_56 40_yrs F
519 12304_40_yrs_STC_s13 519 12304 H376_XI_56 40_yrs F
520 12304_40_yrs_IPC_s13 520 12304 H376_XI_56 40_yrs F
521 12304_40_yrs_M1C_s13 521 12304 H376_XI_56 40_yrs F
522 12304_40_yrs_HIP_s13 522 12304 H376_XI_56 40_yrs F
523 12304_40_yrs_STR_s13 523 12304 H376_XI_56 40_yrs F
524 12304_40_yrs_S1C_s13 524 12304 H376_XI_56 40_yrs F
StructureID StructureAcronym
1 10268 Ocx
2 10291 M1C-S1C
3 10361 AMY
4 10550 MGE
5 10243 STC
6 10665 URL
7 10552 CGE
8 10391 DTH
9 10278 ACC
10 10173 DLPFC
11 10194 OFC
12 10551 LGE
13 10252 ITC
14 10294 HIP
15 10185 VFC
16 10208 PCx
17 10173 DLPFC
18 10278 ACC
19 10361 AMY
20 10391 DTH
21 10665 URL
22 10551 LGE
23 10291 M1C-S1C
24 10550 MGE
25 10235 TCx
26 10294 HIP
27 10268 Ocx
28 10552 CGE
29 10194 OFC
30 10208 PCx
31 10294 HIP
32 10391 DTH
33 10361 AMY
34 10236 A1C
35 10269 V1C
36 10278 ACC
37 10333 STR
38 10163 M1C
39 10173 DLPFC
40 10252 ITC
41 10185 VFC
42 10243 STC
43 10225 IPC
44 10194 OFC
45 10209 S1C
46 10243 STC
47 10269 V1C
48 10236 A1C
49 10656 CB
50 10252 ITC
51 10225 IPC
52 10209 S1C
53 10391 DTH
54 10294 HIP
55 10173 DLPFC
56 10194 OFC
57 10163 M1C
58 10185 VFC
59 10361 AMY
60 10333 STR
61 10361 AMY
62 10163 M1C
63 10252 ITC
64 10185 VFC
65 10333 STR
66 10657 CBC
67 10391 DTH
68 10173 DLPFC
69 10194 OFC
70 10209 S1C
71 10269 V1C
72 10278 ACC
73 10294 HIP
74 10225 IPC
75 10236 A1C
76 10333 STR
77 10163 M1C
78 10361 AMY
79 10209 S1C
80 10269 V1C
81 10236 A1C
82 10294 HIP
83 10185 VFC
84 10278 ACC
85 10243 STC
86 10194 OFC
87 10225 IPC
88 10173 DLPFC
89 10252 ITC
90 10333 STR
91 10209 S1C
92 10269 V1C
93 10361 AMY
94 10225 IPC
95 10656 CB
96 10173 DLPFC
97 10194 OFC
98 10243 STC
99 10236 A1C
100 10294 HIP
101 10163 M1C
102 10252 ITC
103 10398 MD
104 10278 ACC
105 10185 VFC
106 10209 S1C
107 10173 DLPFC
108 10656 CB
109 10361 AMY
110 10252 ITC
111 10294 HIP
112 10225 IPC
113 10236 A1C
114 10185 VFC
115 10333 STR
116 10194 OFC
117 10278 ACC
118 10269 V1C
119 10163 M1C
120 10185 VFC
121 10194 OFC
122 10243 STC
123 10173 DLPFC
124 10225 IPC
125 10236 A1C
126 10278 ACC
127 10333 STR
128 10398 MD
129 10269 V1C
130 10185 VFC
131 10243 STC
132 10225 IPC
133 10236 A1C
134 10398 MD
135 10361 AMY
136 10269 V1C
137 10252 ITC
138 10657 CBC
139 10294 HIP
140 10333 STR
141 10194 OFC
142 10173 DLPFC
143 10163 M1C
144 10278 ACC
145 10209 S1C
146 10294 HIP
147 10252 ITC
148 10173 DLPFC
149 10225 IPC
150 10243 STC
151 10269 V1C
152 10398 MD
153 10333 STR
154 10291 M1C-S1C
155 10236 A1C
156 10185 VFC
157 10361 AMY
158 10278 ACC
159 10333 STR
160 10243 STC
161 10398 MD
162 10236 A1C
163 10294 HIP
164 10173 DLPFC
165 10185 VFC
166 10225 IPC
167 10291 M1C-S1C
168 10269 V1C
169 10657 CBC
170 10194 OFC
171 10361 AMY
172 10278 ACC
173 10243 STC
174 10225 IPC
175 10291 M1C-S1C
176 10278 ACC
177 10269 V1C
178 10294 HIP
179 10236 A1C
180 10398 MD
181 10185 VFC
182 10333 STR
183 10173 DLPFC
184 10657 CBC
185 10252 ITC
186 10278 ACC
187 10163 M1C
188 10333 STR
189 10294 HIP
190 10243 STC
191 10252 ITC
192 10361 AMY
193 10185 VFC
194 10194 OFC
195 10269 V1C
196 10209 S1C
197 10657 CBC
198 10225 IPC
199 10173 DLPFC
200 10294 HIP
201 10361 AMY
202 10173 DLPFC
203 10209 S1C
204 10398 MD
205 10333 STR
206 10236 A1C
207 10225 IPC
208 10194 OFC
209 10243 STC
210 10252 ITC
211 10185 VFC
212 10163 M1C
213 10278 ACC
214 10657 CBC
215 10269 V1C
216 10236 A1C
217 10243 STC
218 10269 V1C
219 10173 DLPFC
220 10657 CBC
221 10185 VFC
222 10236 A1C
223 10194 OFC
224 10361 AMY
225 10269 V1C
226 10278 ACC
227 10398 MD
228 10657 CBC
229 10333 STR
230 10225 IPC
231 10252 ITC
232 10209 S1C
233 10173 DLPFC
234 10243 STC
235 10163 M1C
236 10185 VFC
237 10294 HIP
238 10243 STC
239 10333 STR
240 10269 V1C
241 10657 CBC
242 10294 HIP
243 10398 MD
244 10252 ITC
245 10361 AMY
246 10278 ACC
247 10163 M1C
248 10173 DLPFC
249 10194 OFC
250 10236 A1C
251 10243 STC
252 10185 VFC
253 10252 ITC
254 10361 AMY
255 10163 M1C
256 10398 MD
257 10194 OFC
258 10333 STR
259 10243 STC
260 10236 A1C
261 10294 HIP
262 10361 AMY
263 10278 ACC
264 10269 V1C
265 10252 ITC
266 10209 S1C
267 10225 IPC
268 10657 CBC
269 10173 DLPFC
270 10185 VFC
271 10209 S1C
272 10225 IPC
273 10243 STC
274 10173 DLPFC
275 10194 OFC
276 10278 ACC
277 10657 CBC
278 10252 ITC
279 10398 MD
280 10269 V1C
281 10361 AMY
282 10163 M1C
283 10173 DLPFC
284 10243 STC
285 10269 V1C
286 10278 ACC
287 10194 OFC
288 10252 ITC
289 10209 S1C
290 10185 VFC
291 10657 CBC
292 10236 A1C
293 10398 MD
294 10294 HIP
295 10225 IPC
296 10333 STR
297 10185 VFC
298 10225 IPC
299 10209 S1C
300 10252 ITC
301 10398 MD
302 10173 DLPFC
303 10278 ACC
304 10657 CBC
305 10294 HIP
306 10194 OFC
307 10269 V1C
308 10243 STC
309 10333 STR
310 10243 STC
311 10225 IPC
312 10252 ITC
313 10657 CBC
314 10361 AMY
315 10185 VFC
316 10163 M1C
317 10236 A1C
318 10398 MD
319 10269 V1C
320 10194 OFC
321 10278 ACC
322 10163 M1C
323 10209 S1C
324 10243 STC
325 10225 IPC
326 10236 A1C
327 10657 CBC
328 10269 V1C
329 10361 AMY
330 10185 VFC
331 10173 DLPFC
332 10294 HIP
333 10252 ITC
334 10361 AMY
335 10333 STR
336 10185 VFC
337 10173 DLPFC
338 10243 STC
339 10657 CBC
340 10398 MD
341 10252 ITC
342 10209 S1C
343 10225 IPC
344 10269 V1C
345 10243 STC
346 10398 MD
347 10185 VFC
348 10294 HIP
349 10361 AMY
350 10163 M1C
351 10657 CBC
352 10173 DLPFC
353 10333 STR
354 10236 A1C
355 10278 ACC
356 10194 OFC
357 10278 ACC
358 10657 CBC
359 10236 A1C
360 10185 VFC
361 10294 HIP
362 10361 AMY
363 10269 V1C
364 10225 IPC
365 10173 DLPFC
366 10243 STC
367 10252 ITC
368 10185 VFC
369 10225 IPC
370 10252 ITC
371 10243 STC
372 10209 S1C
373 10173 DLPFC
374 10361 AMY
375 10269 V1C
376 10657 CBC
377 10236 A1C
378 10294 HIP
379 10163 M1C
380 10194 OFC
381 10278 ACC
382 10278 ACC
383 10225 IPC
384 10185 VFC
385 10236 A1C
386 10252 ITC
387 10243 STC
388 10657 CBC
389 10269 V1C
390 10209 S1C
391 10173 DLPFC
392 10194 OFC
393 10398 MD
394 10361 AMY
395 10163 M1C
396 10294 HIP
397 10333 STR
398 10225 IPC
399 10657 CBC
400 10243 STC
401 10252 ITC
402 10361 AMY
403 10294 HIP
404 10163 M1C
405 10269 V1C
406 10236 A1C
407 10252 ITC
408 10185 VFC
409 10278 ACC
410 10243 STC
411 10173 DLPFC
412 10209 S1C
413 10225 IPC
414 10194 OFC
415 10657 CBC
416 10243 STC
417 10657 CBC
418 10173 DLPFC
419 10361 AMY
420 10194 OFC
421 10252 ITC
422 10333 STR
423 10209 S1C
424 10163 M1C
425 10294 HIP
426 10236 A1C
427 10269 V1C
428 10225 IPC
429 10185 VFC
430 10278 ACC
431 10398 MD
432 10278 ACC
433 10163 M1C
434 10236 A1C
435 10173 DLPFC
436 10361 AMY
437 10398 MD
438 10269 V1C
439 10243 STC
440 10185 VFC
441 10657 CBC
442 10209 S1C
443 10252 ITC
444 10225 IPC
445 10294 HIP
446 10333 STR
447 10194 OFC
448 10252 ITC
449 10361 AMY
450 10194 OFC
451 10398 MD
452 10243 STC
453 10185 VFC
454 10278 ACC
455 10163 M1C
456 10294 HIP
457 10657 CBC
458 10209 S1C
459 10236 A1C
460 10225 IPC
461 10333 STR
462 10252 ITC
463 10333 STR
464 10278 ACC
465 10194 OFC
466 10225 IPC
467 10243 STC
468 10209 S1C
469 10398 MD
470 10294 HIP
471 10236 A1C
472 10269 V1C
473 10173 DLPFC
474 10361 AMY
475 10163 M1C
476 10185 VFC
477 10657 CBC
478 10163 M1C
479 10243 STC
480 10278 ACC
481 10252 ITC
482 10225 IPC
483 10361 AMY
484 10194 OFC
485 10185 VFC
486 10173 DLPFC
487 10236 A1C
488 10269 V1C
489 10657 CBC
490 10209 S1C
491 10294 HIP
492 10333 STR
493 10398 MD
494 10209 S1C
495 10269 V1C
496 10657 CBC
497 10294 HIP
498 10225 IPC
499 10398 MD
500 10173 DLPFC
501 10185 VFC
502 10252 ITC
503 10236 A1C
504 10163 M1C
505 10194 OFC
506 10333 STR
507 10243 STC
508 10361 AMY
509 10278 ACC
510 10173 DLPFC
511 10252 ITC
512 10185 VFC
513 10398 MD
514 10361 AMY
515 10236 A1C
516 10657 CBC
517 10269 V1C
518 10194 OFC
519 10243 STC
520 10225 IPC
521 10163 M1C
522 10294 HIP
523 10333 STR
524 10209 S1C
Structure Stage AgeInterval
1 occipital neocortex s2a 8-9pcw
2 primary motor-sensory cortex (samples) s2a 8-9pcw
3 amygdaloid complex s2a 8-9pcw
4 medial ganglionic eminence s2a 8-9pcw
5 posterior (caudal) superior temporal cortex (area 22c) s2a 8-9pcw
6 upper (rostral) rhombic lip s2a 8-9pcw
7 caudal ganglionic eminence s2a 8-9pcw
8 dorsal thalamus s2a 8-9pcw
9 anterior (rostral) cingulate (medial prefrontal) cortex s2a 8-9pcw
10 dorsolateral prefrontal cortex s2a 8-9pcw
11 orbital frontal cortex s2a 8-9pcw
12 lateral ganglionic eminence s2a 8-9pcw
13 inferolateral temporal cortex (area TEv, area 20) s2a 8-9pcw
14 hippocampus (hippocampal formation) s2a 8-9pcw
15 ventrolateral prefrontal cortex s2a 8-9pcw
16 parietal neocortex s2a 8-9pcw
17 dorsolateral prefrontal cortex s2a 8-9pcw
18 anterior (rostral) cingulate (medial prefrontal) cortex s2a 8-9pcw
19 amygdaloid complex s2a 8-9pcw
20 dorsal thalamus s2a 8-9pcw
21 upper (rostral) rhombic lip s2a 8-9pcw
22 lateral ganglionic eminence s2a 8-9pcw
23 primary motor-sensory cortex (samples) s2a 8-9pcw
24 medial ganglionic eminence s2a 8-9pcw
25 temporal neocortex s2a 8-9pcw
26 hippocampus (hippocampal formation) s2a 8-9pcw
27 occipital neocortex s2a 8-9pcw
28 caudal ganglionic eminence s2a 8-9pcw
29 orbital frontal cortex s2a 8-9pcw
30 parietal neocortex s2a 8-9pcw
31 hippocampus (hippocampal formation) s2b 10-12pcw
32 dorsal thalamus s2b 10-12pcw
33 amygdaloid complex s2b 10-12pcw
34 primary auditory cortex (core) s2b 10-12pcw
35 primary visual cortex (striate cortex, area V1/17) s2b 10-12pcw
36 anterior (rostral) cingulate (medial prefrontal) cortex s2b 10-12pcw
37 striatum s2b 10-12pcw
38 primary motor cortex (area M1, area 4) s2b 10-12pcw
39 dorsolateral prefrontal cortex s2b 10-12pcw
40 inferolateral temporal cortex (area TEv, area 20) s2b 10-12pcw
41 ventrolateral prefrontal cortex s2b 10-12pcw
42 posterior (caudal) superior temporal cortex (area 22c) s2b 10-12pcw
43 posteroventral (inferior) parietal cortex s2b 10-12pcw
44 orbital frontal cortex s2b 10-12pcw
45 primary somatosensory cortex (area S1, areas 3,1,2) s2b 10-12pcw
46 posterior (caudal) superior temporal cortex (area 22c) s2b 10-12pcw
47 primary visual cortex (striate cortex, area V1/17) s2b 10-12pcw
48 primary auditory cortex (core) s2b 10-12pcw
49 cerebellum s2b 10-12pcw
50 inferolateral temporal cortex (area TEv, area 20) s2b 10-12pcw
51 posteroventral (inferior) parietal cortex s2b 10-12pcw
52 primary somatosensory cortex (area S1, areas 3,1,2) s2b 10-12pcw
53 dorsal thalamus s2b 10-12pcw
54 hippocampus (hippocampal formation) s2b 10-12pcw
55 dorsolateral prefrontal cortex s2b 10-12pcw
56 orbital frontal cortex s2b 10-12pcw
57 primary motor cortex (area M1, area 4) s2b 10-12pcw
58 ventrolateral prefrontal cortex s2b 10-12pcw
59 amygdaloid complex s2b 10-12pcw
60 striatum s2b 10-12pcw
61 amygdaloid complex s2b 10-12pcw
62 primary motor cortex (area M1, area 4) s2b 10-12pcw
63 inferolateral temporal cortex (area TEv, area 20) s2b 10-12pcw
64 ventrolateral prefrontal cortex s2b 10-12pcw
65 striatum s2b 10-12pcw
66 cerebellar cortex s2b 10-12pcw
67 dorsal thalamus s2b 10-12pcw
68 dorsolateral prefrontal cortex s2b 10-12pcw
69 orbital frontal cortex s2b 10-12pcw
70 primary somatosensory cortex (area S1, areas 3,1,2) s2b 10-12pcw
71 primary visual cortex (striate cortex, area V1/17) s2b 10-12pcw
72 anterior (rostral) cingulate (medial prefrontal) cortex s2b 10-12pcw
73 hippocampus (hippocampal formation) s2b 10-12pcw
74 posteroventral (inferior) parietal cortex s2b 10-12pcw
75 primary auditory cortex (core) s2b 10-12pcw
76 striatum s3a 13-15pcw
77 primary motor cortex (area M1, area 4) s3a 13-15pcw
78 amygdaloid complex s3a 13-15pcw
79 primary somatosensory cortex (area S1, areas 3,1,2) s3a 13-15pcw
80 primary visual cortex (striate cortex, area V1/17) s3a 13-15pcw
81 primary auditory cortex (core) s3a 13-15pcw
82 hippocampus (hippocampal formation) s3a 13-15pcw
83 ventrolateral prefrontal cortex s3a 13-15pcw
84 anterior (rostral) cingulate (medial prefrontal) cortex s3a 13-15pcw
85 posterior (caudal) superior temporal cortex (area 22c) s3a 13-15pcw
86 orbital frontal cortex s3a 13-15pcw
87 posteroventral (inferior) parietal cortex s3a 13-15pcw
88 dorsolateral prefrontal cortex s3a 13-15pcw
89 inferolateral temporal cortex (area TEv, area 20) s3a 13-15pcw
90 striatum s3a 13-15pcw
91 primary somatosensory cortex (area S1, areas 3,1,2) s3a 13-15pcw
92 primary visual cortex (striate cortex, area V1/17) s3a 13-15pcw
93 amygdaloid complex s3a 13-15pcw
94 posteroventral (inferior) parietal cortex s3a 13-15pcw
95 cerebellum s3a 13-15pcw
96 dorsolateral prefrontal cortex s3a 13-15pcw
97 orbital frontal cortex s3a 13-15pcw
98 posterior (caudal) superior temporal cortex (area 22c) s3a 13-15pcw
99 primary auditory cortex (core) s3a 13-15pcw
100 hippocampus (hippocampal formation) s3a 13-15pcw
101 primary motor cortex (area M1, area 4) s3a 13-15pcw
102 inferolateral temporal cortex (area TEv, area 20) s3a 13-15pcw
103 mediodorsal nucleus of thalamus s3a 13-15pcw
104 anterior (rostral) cingulate (medial prefrontal) cortex s3a 13-15pcw
105 ventrolateral prefrontal cortex s3a 13-15pcw
106 primary somatosensory cortex (area S1, areas 3,1,2) s3a 13-15pcw
107 dorsolateral prefrontal cortex s3a 13-15pcw
108 cerebellum s3a 13-15pcw
109 amygdaloid complex s3a 13-15pcw
110 inferolateral temporal cortex (area TEv, area 20) s3a 13-15pcw
111 hippocampus (hippocampal formation) s3a 13-15pcw
112 posteroventral (inferior) parietal cortex s3a 13-15pcw
113 primary auditory cortex (core) s3a 13-15pcw
114 ventrolateral prefrontal cortex s3a 13-15pcw
115 striatum s3a 13-15pcw
116 orbital frontal cortex s3a 13-15pcw
117 anterior (rostral) cingulate (medial prefrontal) cortex s3a 13-15pcw
118 primary visual cortex (striate cortex, area V1/17) s3a 13-15pcw
119 primary motor cortex (area M1, area 4) s3a 13-15pcw
120 ventrolateral prefrontal cortex s3b 16-18pcw
121 orbital frontal cortex s3b 16-18pcw
122 posterior (caudal) superior temporal cortex (area 22c) s3b 16-18pcw
123 dorsolateral prefrontal cortex s3b 16-18pcw
124 posteroventral (inferior) parietal cortex s3b 16-18pcw
125 primary auditory cortex (core) s3b 16-18pcw
126 anterior (rostral) cingulate (medial prefrontal) cortex s3b 16-18pcw
127 striatum s3b 16-18pcw
128 mediodorsal nucleus of thalamus s3b 16-18pcw
129 primary visual cortex (striate cortex, area V1/17) s3b 16-18pcw
130 ventrolateral prefrontal cortex s3b 16-18pcw
131 posterior (caudal) superior temporal cortex (area 22c) s3b 16-18pcw
132 posteroventral (inferior) parietal cortex s3b 16-18pcw
133 primary auditory cortex (core) s3b 16-18pcw
134 mediodorsal nucleus of thalamus s3b 16-18pcw
135 amygdaloid complex s3b 16-18pcw
136 primary visual cortex (striate cortex, area V1/17) s3b 16-18pcw
137 inferolateral temporal cortex (area TEv, area 20) s3b 16-18pcw
138 cerebellar cortex s3b 16-18pcw
139 hippocampus (hippocampal formation) s3b 16-18pcw
140 striatum s3b 16-18pcw
141 orbital frontal cortex s3b 16-18pcw
142 dorsolateral prefrontal cortex s3b 16-18pcw
143 primary motor cortex (area M1, area 4) s3b 16-18pcw
144 anterior (rostral) cingulate (medial prefrontal) cortex s3b 16-18pcw
145 primary somatosensory cortex (area S1, areas 3,1,2) s3b 16-18pcw
146 hippocampus (hippocampal formation) s3b 16-18pcw
147 inferolateral temporal cortex (area TEv, area 20) s3b 16-18pcw
148 dorsolateral prefrontal cortex s3b 16-18pcw
149 posteroventral (inferior) parietal cortex s3b 16-18pcw
150 posterior (caudal) superior temporal cortex (area 22c) s3b 16-18pcw
151 primary visual cortex (striate cortex, area V1/17) s3b 16-18pcw
152 mediodorsal nucleus of thalamus s3b 16-18pcw
153 striatum s3b 16-18pcw
154 primary motor-sensory cortex (samples) s3b 16-18pcw
155 primary auditory cortex (core) s3b 16-18pcw
156 ventrolateral prefrontal cortex s3b 16-18pcw
157 amygdaloid complex s3b 16-18pcw
158 anterior (rostral) cingulate (medial prefrontal) cortex s3b 16-18pcw
159 striatum s3b 16-18pcw
160 posterior (caudal) superior temporal cortex (area 22c) s3b 16-18pcw
161 mediodorsal nucleus of thalamus s3b 16-18pcw
162 primary auditory cortex (core) s3b 16-18pcw
163 hippocampus (hippocampal formation) s3b 16-18pcw
164 dorsolateral prefrontal cortex s3b 16-18pcw
165 ventrolateral prefrontal cortex s3b 16-18pcw
166 posteroventral (inferior) parietal cortex s3b 16-18pcw
167 primary motor-sensory cortex (samples) s3b 16-18pcw
168 primary visual cortex (striate cortex, area V1/17) s3b 16-18pcw
169 cerebellar cortex s3b 16-18pcw
170 orbital frontal cortex s3b 16-18pcw
171 amygdaloid complex s3b 16-18pcw
172 anterior (rostral) cingulate (medial prefrontal) cortex s3b 16-18pcw
173 posterior (caudal) superior temporal cortex (area 22c) s4 19-24pcw
174 posteroventral (inferior) parietal cortex s4 19-24pcw
175 primary motor-sensory cortex (samples) s4 19-24pcw
176 anterior (rostral) cingulate (medial prefrontal) cortex s4 19-24pcw
177 primary visual cortex (striate cortex, area V1/17) s4 19-24pcw
178 hippocampus (hippocampal formation) s4 19-24pcw
179 primary auditory cortex (core) s4 19-24pcw
180 mediodorsal nucleus of thalamus s4 19-24pcw
181 ventrolateral prefrontal cortex s4 19-24pcw
182 striatum s4 19-24pcw
183 dorsolateral prefrontal cortex s4 19-24pcw
184 cerebellar cortex s4 19-24pcw
185 inferolateral temporal cortex (area TEv, area 20) s4 19-24pcw
186 anterior (rostral) cingulate (medial prefrontal) cortex s4 19-24pcw
187 primary motor cortex (area M1, area 4) s4 19-24pcw
188 striatum s4 19-24pcw
189 hippocampus (hippocampal formation) s4 19-24pcw
190 posterior (caudal) superior temporal cortex (area 22c) s4 19-24pcw
191 inferolateral temporal cortex (area TEv, area 20) s4 19-24pcw
192 amygdaloid complex s4 19-24pcw
193 ventrolateral prefrontal cortex s4 19-24pcw
194 orbital frontal cortex s4 19-24pcw
195 primary visual cortex (striate cortex, area V1/17) s4 19-24pcw
196 primary somatosensory cortex (area S1, areas 3,1,2) s4 19-24pcw
197 cerebellar cortex s4 19-24pcw
198 posteroventral (inferior) parietal cortex s4 19-24pcw
199 dorsolateral prefrontal cortex s4 19-24pcw
200 hippocampus (hippocampal formation) s4 19-24pcw
201 amygdaloid complex s4 19-24pcw
202 dorsolateral prefrontal cortex s4 19-24pcw
203 primary somatosensory cortex (area S1, areas 3,1,2) s4 19-24pcw
204 mediodorsal nucleus of thalamus s4 19-24pcw
205 striatum s4 19-24pcw
206 primary auditory cortex (core) s4 19-24pcw
207 posteroventral (inferior) parietal cortex s4 19-24pcw
208 orbital frontal cortex s4 19-24pcw
209 posterior (caudal) superior temporal cortex (area 22c) s4 19-24pcw
210 inferolateral temporal cortex (area TEv, area 20) s4 19-24pcw
211 ventrolateral prefrontal cortex s4 19-24pcw
212 primary motor cortex (area M1, area 4) s4 19-24pcw
213 anterior (rostral) cingulate (medial prefrontal) cortex s4 19-24pcw
214 cerebellar cortex s4 19-24pcw
215 primary visual cortex (striate cortex, area V1/17) s4 19-24pcw
216 primary auditory cortex (core) s5 25-38pcw
217 posterior (caudal) superior temporal cortex (area 22c) s5 25-38pcw
218 primary visual cortex (striate cortex, area V1/17) s5 25-38pcw
219 dorsolateral prefrontal cortex s5 25-38pcw
220 cerebellar cortex s5 25-38pcw
221 ventrolateral prefrontal cortex s5 25-38pcw
222 primary auditory cortex (core) s5 25-38pcw
223 orbital frontal cortex s5 25-38pcw
224 amygdaloid complex s5 25-38pcw
225 primary visual cortex (striate cortex, area V1/17) s5 25-38pcw
226 anterior (rostral) cingulate (medial prefrontal) cortex s5 25-38pcw
227 mediodorsal nucleus of thalamus s5 25-38pcw
228 cerebellar cortex s5 25-38pcw
229 striatum s5 25-38pcw
230 posteroventral (inferior) parietal cortex s5 25-38pcw
231 inferolateral temporal cortex (area TEv, area 20) s5 25-38pcw
232 primary somatosensory cortex (area S1, areas 3,1,2) s5 25-38pcw
233 dorsolateral prefrontal cortex s5 25-38pcw
234 posterior (caudal) superior temporal cortex (area 22c) s5 25-38pcw
235 primary motor cortex (area M1, area 4) s5 25-38pcw
236 ventrolateral prefrontal cortex s5 25-38pcw
237 hippocampus (hippocampal formation) s5 25-38pcw
238 posterior (caudal) superior temporal cortex (area 22c) s6 0-5mos
239 striatum s6 0-5mos
240 primary visual cortex (striate cortex, area V1/17) s6 0-5mos
241 cerebellar cortex s6 0-5mos
242 hippocampus (hippocampal formation) s6 0-5mos
243 mediodorsal nucleus of thalamus s6 0-5mos
244 inferolateral temporal cortex (area TEv, area 20) s6 0-5mos
245 amygdaloid complex s6 0-5mos
246 anterior (rostral) cingulate (medial prefrontal) cortex s6 0-5mos
247 primary motor cortex (area M1, area 4) s6 0-5mos
248 dorsolateral prefrontal cortex s6 0-5mos
249 orbital frontal cortex s6 0-5mos
250 primary auditory cortex (core) s6 0-5mos
251 posterior (caudal) superior temporal cortex (area 22c) s6 0-5mos
252 ventrolateral prefrontal cortex s6 0-5mos
253 inferolateral temporal cortex (area TEv, area 20) s6 0-5mos
254 amygdaloid complex s6 0-5mos
255 primary motor cortex (area M1, area 4) s6 0-5mos
256 mediodorsal nucleus of thalamus s6 0-5mos
257 orbital frontal cortex s6 0-5mos
258 striatum s6 0-5mos
259 posterior (caudal) superior temporal cortex (area 22c) s6 0-5mos
260 primary auditory cortex (core) s6 0-5mos
261 hippocampus (hippocampal formation) s6 0-5mos
262 amygdaloid complex s6 0-5mos
263 anterior (rostral) cingulate (medial prefrontal) cortex s6 0-5mos
264 primary visual cortex (striate cortex, area V1/17) s6 0-5mos
265 inferolateral temporal cortex (area TEv, area 20) s6 0-5mos
266 primary somatosensory cortex (area S1, areas 3,1,2) s6 0-5mos
267 posteroventral (inferior) parietal cortex s6 0-5mos
268 cerebellar cortex s6 0-5mos
269 dorsolateral prefrontal cortex s6 0-5mos
270 ventrolateral prefrontal cortex s6 0-5mos
271 primary somatosensory cortex (area S1, areas 3,1,2) s7 6-18mos
272 posteroventral (inferior) parietal cortex s7 6-18mos
273 posterior (caudal) superior temporal cortex (area 22c) s7 6-18mos
274 dorsolateral prefrontal cortex s7 6-18mos
275 orbital frontal cortex s7 6-18mos
276 anterior (rostral) cingulate (medial prefrontal) cortex s7 6-18mos
277 cerebellar cortex s7 6-18mos
278 inferolateral temporal cortex (area TEv, area 20) s7 6-18mos
279 mediodorsal nucleus of thalamus s7 6-18mos
280 primary visual cortex (striate cortex, area V1/17) s7 6-18mos
281 amygdaloid complex s7 6-18mos
282 primary motor cortex (area M1, area 4) s7 6-18mos
283 dorsolateral prefrontal cortex s7 6-18mos
284 posterior (caudal) superior temporal cortex (area 22c) s7 6-18mos
285 primary visual cortex (striate cortex, area V1/17) s7 6-18mos
286 anterior (rostral) cingulate (medial prefrontal) cortex s7 6-18mos
287 orbital frontal cortex s7 6-18mos
288 inferolateral temporal cortex (area TEv, area 20) s7 6-18mos
289 primary somatosensory cortex (area S1, areas 3,1,2) s7 6-18mos
290 ventrolateral prefrontal cortex s7 6-18mos
291 cerebellar cortex s7 6-18mos
292 primary auditory cortex (core) s7 6-18mos
293 mediodorsal nucleus of thalamus s7 6-18mos
294 hippocampus (hippocampal formation) s7 6-18mos
295 posteroventral (inferior) parietal cortex s7 6-18mos
296 striatum s7 6-18mos
297 ventrolateral prefrontal cortex s8 19mos-5yrs
298 posteroventral (inferior) parietal cortex s8 19mos-5yrs
299 primary somatosensory cortex (area S1, areas 3,1,2) s8 19mos-5yrs
300 inferolateral temporal cortex (area TEv, area 20) s8 19mos-5yrs
301 mediodorsal nucleus of thalamus s8 19mos-5yrs
302 dorsolateral prefrontal cortex s8 19mos-5yrs
303 anterior (rostral) cingulate (medial prefrontal) cortex s8 19mos-5yrs
304 cerebellar cortex s8 19mos-5yrs
305 hippocampus (hippocampal formation) s8 19mos-5yrs
306 orbital frontal cortex s8 19mos-5yrs
307 primary visual cortex (striate cortex, area V1/17) s8 19mos-5yrs
308 posterior (caudal) superior temporal cortex (area 22c) s8 19mos-5yrs
309 striatum s8 19mos-5yrs
310 posterior (caudal) superior temporal cortex (area 22c) s8 19mos-5yrs
311 posteroventral (inferior) parietal cortex s8 19mos-5yrs
312 inferolateral temporal cortex (area TEv, area 20) s8 19mos-5yrs
313 cerebellar cortex s8 19mos-5yrs
314 amygdaloid complex s8 19mos-5yrs
315 ventrolateral prefrontal cortex s8 19mos-5yrs
316 primary motor cortex (area M1, area 4) s8 19mos-5yrs
317 primary auditory cortex (core) s8 19mos-5yrs
318 mediodorsal nucleus of thalamus s8 19mos-5yrs
319 primary visual cortex (striate cortex, area V1/17) s8 19mos-5yrs
320 orbital frontal cortex s8 19mos-5yrs
321 anterior (rostral) cingulate (medial prefrontal) cortex s8 19mos-5yrs
322 primary motor cortex (area M1, area 4) s8 19mos-5yrs
323 primary somatosensory cortex (area S1, areas 3,1,2) s8 19mos-5yrs
324 posterior (caudal) superior temporal cortex (area 22c) s8 19mos-5yrs
325 posteroventral (inferior) parietal cortex s8 19mos-5yrs
326 primary auditory cortex (core) s8 19mos-5yrs
327 cerebellar cortex s8 19mos-5yrs
328 primary visual cortex (striate cortex, area V1/17) s8 19mos-5yrs
329 amygdaloid complex s8 19mos-5yrs
330 ventrolateral prefrontal cortex s8 19mos-5yrs
331 dorsolateral prefrontal cortex s8 19mos-5yrs
332 hippocampus (hippocampal formation) s8 19mos-5yrs
333 inferolateral temporal cortex (area TEv, area 20) s8 19mos-5yrs
334 amygdaloid complex s8 19mos-5yrs
335 striatum s8 19mos-5yrs
336 ventrolateral prefrontal cortex s8 19mos-5yrs
337 dorsolateral prefrontal cortex s8 19mos-5yrs
338 posterior (caudal) superior temporal cortex (area 22c) s8 19mos-5yrs
339 cerebellar cortex s8 19mos-5yrs
340 mediodorsal nucleus of thalamus s8 19mos-5yrs
341 inferolateral temporal cortex (area TEv, area 20) s9 6-11yrs
342 primary somatosensory cortex (area S1, areas 3,1,2) s9 6-11yrs
343 posteroventral (inferior) parietal cortex s9 6-11yrs
344 primary visual cortex (striate cortex, area V1/17) s9 6-11yrs
345 posterior (caudal) superior temporal cortex (area 22c) s9 6-11yrs
346 mediodorsal nucleus of thalamus s9 6-11yrs
347 ventrolateral prefrontal cortex s9 6-11yrs
348 hippocampus (hippocampal formation) s9 6-11yrs
349 amygdaloid complex s9 6-11yrs
350 primary motor cortex (area M1, area 4) s9 6-11yrs
351 cerebellar cortex s9 6-11yrs
352 dorsolateral prefrontal cortex s9 6-11yrs
353 striatum s9 6-11yrs
354 primary auditory cortex (core) s9 6-11yrs
355 anterior (rostral) cingulate (medial prefrontal) cortex s9 6-11yrs
356 orbital frontal cortex s9 6-11yrs
357 anterior (rostral) cingulate (medial prefrontal) cortex s9 6-11yrs
358 cerebellar cortex s9 6-11yrs
359 primary auditory cortex (core) s9 6-11yrs
360 ventrolateral prefrontal cortex s9 6-11yrs
361 hippocampus (hippocampal formation) s9 6-11yrs
362 amygdaloid complex s9 6-11yrs
363 primary visual cortex (striate cortex, area V1/17) s9 6-11yrs
364 posteroventral (inferior) parietal cortex s9 6-11yrs
365 dorsolateral prefrontal cortex s9 6-11yrs
366 posterior (caudal) superior temporal cortex (area 22c) s9 6-11yrs
367 inferolateral temporal cortex (area TEv, area 20) s9 6-11yrs
368 ventrolateral prefrontal cortex s9 6-11yrs
369 posteroventral (inferior) parietal cortex s9 6-11yrs
370 inferolateral temporal cortex (area TEv, area 20) s9 6-11yrs
371 posterior (caudal) superior temporal cortex (area 22c) s9 6-11yrs
372 primary somatosensory cortex (area S1, areas 3,1,2) s9 6-11yrs
373 dorsolateral prefrontal cortex s9 6-11yrs
374 amygdaloid complex s9 6-11yrs
375 primary visual cortex (striate cortex, area V1/17) s9 6-11yrs
376 cerebellar cortex s9 6-11yrs
377 primary auditory cortex (core) s9 6-11yrs
378 hippocampus (hippocampal formation) s9 6-11yrs
379 primary motor cortex (area M1, area 4) s9 6-11yrs
380 orbital frontal cortex s9 6-11yrs
381 anterior (rostral) cingulate (medial prefrontal) cortex s9 6-11yrs
382 anterior (rostral) cingulate (medial prefrontal) cortex s10 12-19yrs
383 posteroventral (inferior) parietal cortex s10 12-19yrs
384 ventrolateral prefrontal cortex s10 12-19yrs
385 primary auditory cortex (core) s10 12-19yrs
386 inferolateral temporal cortex (area TEv, area 20) s10 12-19yrs
387 posterior (caudal) superior temporal cortex (area 22c) s10 12-19yrs
388 cerebellar cortex s10 12-19yrs
389 primary visual cortex (striate cortex, area V1/17) s10 12-19yrs
390 primary somatosensory cortex (area S1, areas 3,1,2) s10 12-19yrs
391 dorsolateral prefrontal cortex s10 12-19yrs
392 orbital frontal cortex s10 12-19yrs
393 mediodorsal nucleus of thalamus s10 12-19yrs
394 amygdaloid complex s10 12-19yrs
395 primary motor cortex (area M1, area 4) s10 12-19yrs
396 hippocampus (hippocampal formation) s10 12-19yrs
397 striatum s10 12-19yrs
398 posteroventral (inferior) parietal cortex s10 12-19yrs
399 cerebellar cortex s10 12-19yrs
400 posterior (caudal) superior temporal cortex (area 22c) s10 12-19yrs
401 inferolateral temporal cortex (area TEv, area 20) s10 12-19yrs
402 amygdaloid complex s10 12-19yrs
403 hippocampus (hippocampal formation) s10 12-19yrs
404 primary motor cortex (area M1, area 4) s10 12-19yrs
405 primary visual cortex (striate cortex, area V1/17) s10 12-19yrs
406 primary auditory cortex (core) s10 12-19yrs
407 inferolateral temporal cortex (area TEv, area 20) s10 12-19yrs
408 ventrolateral prefrontal cortex s10 12-19yrs
409 anterior (rostral) cingulate (medial prefrontal) cortex s10 12-19yrs
410 posterior (caudal) superior temporal cortex (area 22c) s10 12-19yrs
411 dorsolateral prefrontal cortex s10 12-19yrs
412 primary somatosensory cortex (area S1, areas 3,1,2) s10 12-19yrs
413 posteroventral (inferior) parietal cortex s10 12-19yrs
414 orbital frontal cortex s10 12-19yrs
415 cerebellar cortex s10 12-19yrs
416 posterior (caudal) superior temporal cortex (area 22c) s10 12-19yrs
417 cerebellar cortex s10 12-19yrs
418 dorsolateral prefrontal cortex s10 12-19yrs
419 amygdaloid complex s10 12-19yrs
420 orbital frontal cortex s10 12-19yrs
421 inferolateral temporal cortex (area TEv, area 20) s10 12-19yrs
422 striatum s10 12-19yrs
423 primary somatosensory cortex (area S1, areas 3,1,2) s10 12-19yrs
424 primary motor cortex (area M1, area 4) s10 12-19yrs
425 hippocampus (hippocampal formation) s10 12-19yrs
426 primary auditory cortex (core) s10 12-19yrs
427 primary visual cortex (striate cortex, area V1/17) s10 12-19yrs
428 posteroventral (inferior) parietal cortex s10 12-19yrs
429 ventrolateral prefrontal cortex s10 12-19yrs
430 anterior (rostral) cingulate (medial prefrontal) cortex s10 12-19yrs
431 mediodorsal nucleus of thalamus s10 12-19yrs
432 anterior (rostral) cingulate (medial prefrontal) cortex s11 20-29yrs
433 primary motor cortex (area M1, area 4) s11 20-29yrs
434 primary auditory cortex (core) s11 20-29yrs
435 dorsolateral prefrontal cortex s11 20-29yrs
436 amygdaloid complex s11 20-29yrs
437 mediodorsal nucleus of thalamus s11 20-29yrs
438 primary visual cortex (striate cortex, area V1/17) s11 20-29yrs
439 posterior (caudal) superior temporal cortex (area 22c) s11 20-29yrs
440 ventrolateral prefrontal cortex s11 20-29yrs
441 cerebellar cortex s11 20-29yrs
442 primary somatosensory cortex (area S1, areas 3,1,2) s11 20-29yrs
443 inferolateral temporal cortex (area TEv, area 20) s11 20-29yrs
444 posteroventral (inferior) parietal cortex s11 20-29yrs
445 hippocampus (hippocampal formation) s11 20-29yrs
446 striatum s11 20-29yrs
447 orbital frontal cortex s11 20-29yrs
448 inferolateral temporal cortex (area TEv, area 20) s11 20-29yrs
449 amygdaloid complex s11 20-29yrs
450 orbital frontal cortex s11 20-29yrs
451 mediodorsal nucleus of thalamus s11 20-29yrs
452 posterior (caudal) superior temporal cortex (area 22c) s11 20-29yrs
453 ventrolateral prefrontal cortex s11 20-29yrs
454 anterior (rostral) cingulate (medial prefrontal) cortex s11 20-29yrs
455 primary motor cortex (area M1, area 4) s11 20-29yrs
456 hippocampus (hippocampal formation) s11 20-29yrs
457 cerebellar cortex s11 20-29yrs
458 primary somatosensory cortex (area S1, areas 3,1,2) s11 20-29yrs
459 primary auditory cortex (core) s11 20-29yrs
460 posteroventral (inferior) parietal cortex s11 20-29yrs
461 striatum s11 20-29yrs
462 inferolateral temporal cortex (area TEv, area 20) s12 30-39yrs
463 striatum s12 30-39yrs
464 anterior (rostral) cingulate (medial prefrontal) cortex s12 30-39yrs
465 orbital frontal cortex s12 30-39yrs
466 posteroventral (inferior) parietal cortex s12 30-39yrs
467 posterior (caudal) superior temporal cortex (area 22c) s12 30-39yrs
468 primary somatosensory cortex (area S1, areas 3,1,2) s12 30-39yrs
469 mediodorsal nucleus of thalamus s12 30-39yrs
470 hippocampus (hippocampal formation) s12 30-39yrs
471 primary auditory cortex (core) s12 30-39yrs
472 primary visual cortex (striate cortex, area V1/17) s12 30-39yrs
473 dorsolateral prefrontal cortex s12 30-39yrs
474 amygdaloid complex s12 30-39yrs
475 primary motor cortex (area M1, area 4) s12 30-39yrs
476 ventrolateral prefrontal cortex s12 30-39yrs
477 cerebellar cortex s12 30-39yrs
478 primary motor cortex (area M1, area 4) s12 30-39yrs
479 posterior (caudal) superior temporal cortex (area 22c) s12 30-39yrs
480 anterior (rostral) cingulate (medial prefrontal) cortex s12 30-39yrs
481 inferolateral temporal cortex (area TEv, area 20) s12 30-39yrs
482 posteroventral (inferior) parietal cortex s12 30-39yrs
483 amygdaloid complex s12 30-39yrs
484 orbital frontal cortex s12 30-39yrs
485 ventrolateral prefrontal cortex s12 30-39yrs
486 dorsolateral prefrontal cortex s12 30-39yrs
487 primary auditory cortex (core) s12 30-39yrs
488 primary visual cortex (striate cortex, area V1/17) s12 30-39yrs
489 cerebellar cortex s12 30-39yrs
490 primary somatosensory cortex (area S1, areas 3,1,2) s12 30-39yrs
491 hippocampus (hippocampal formation) s12 30-39yrs
492 striatum s12 30-39yrs
493 mediodorsal nucleus of thalamus s12 30-39yrs
494 primary somatosensory cortex (area S1, areas 3,1,2) s12 30-39yrs
495 primary visual cortex (striate cortex, area V1/17) s12 30-39yrs
496 cerebellar cortex s12 30-39yrs
497 hippocampus (hippocampal formation) s12 30-39yrs
498 posteroventral (inferior) parietal cortex s12 30-39yrs
499 mediodorsal nucleus of thalamus s12 30-39yrs
500 dorsolateral prefrontal cortex s12 30-39yrs
501 ventrolateral prefrontal cortex s12 30-39yrs
502 inferolateral temporal cortex (area TEv, area 20) s12 30-39yrs
503 primary auditory cortex (core) s12 30-39yrs
504 primary motor cortex (area M1, area 4) s12 30-39yrs
505 orbital frontal cortex s12 30-39yrs
506 striatum s12 30-39yrs
507 posterior (caudal) superior temporal cortex (area 22c) s12 30-39yrs
508 amygdaloid complex s12 30-39yrs
509 anterior (rostral) cingulate (medial prefrontal) cortex s12 30-39yrs
510 dorsolateral prefrontal cortex s13 40-49yrs
511 inferolateral temporal cortex (area TEv, area 20) s13 40-49yrs
512 ventrolateral prefrontal cortex s13 40-49yrs
513 mediodorsal nucleus of thalamus s13 40-49yrs
514 amygdaloid complex s13 40-49yrs
515 primary auditory cortex (core) s13 40-49yrs
516 cerebellar cortex s13 40-49yrs
517 primary visual cortex (striate cortex, area V1/17) s13 40-49yrs
518 orbital frontal cortex s13 40-49yrs
519 posterior (caudal) superior temporal cortex (area 22c) s13 40-49yrs
520 posteroventral (inferior) parietal cortex s13 40-49yrs
521 primary motor cortex (area M1, area 4) s13 40-49yrs
522 hippocampus (hippocampal formation) s13 40-49yrs
523 striatum s13 40-49yrs
524 primary somatosensory cortex (area S1, areas 3,1,2) s13 40-49yrs
Diagnosis Regions AgeNumeric Period Braincode Hemisphere RIN
1 Control Cortex -0.61538462 Prenatal <NA> <NA> NA
2 Control Cortex -0.61538462 Prenatal HSB112 R 10.0
3 Control Subcortex -0.61538462 Prenatal HSB112 R 9.9
4 Control Cortex -0.61538462 Prenatal HSB112 R 10.0
5 Control Cortex -0.61538462 Prenatal <NA> <NA> NA
6 Control Cerebellum -0.61538462 Prenatal HSB112 R 9.9
7 Control Subcortex -0.61538462 Prenatal HSB112 R 10.0
8 Control Subcortex -0.61538462 Prenatal HSB112 R 9.9
9 Control Cortex -0.61538462 Prenatal <NA> <NA> NA
10 Control Cortex -0.61538462 Prenatal <NA> <NA> NA
11 Control Cortex -0.61538462 Prenatal HSB112 R 9.8
12 Control Subcortex -0.61538462 Prenatal HSB112 R 10.0
13 Control Cortex -0.61538462 Prenatal HSB112 R 9.9
14 Control Subcortex -0.61538462 Prenatal HSB112 R 9.9
15 Control Cortex -0.61538462 Prenatal HSB112 R 10.0
16 Control Cortex -0.61538462 Prenatal <NA> <NA> NA
17 Control Cortex -0.59615385 Prenatal <NA> <NA> NA
18 Control Cortex -0.59615385 Prenatal <NA> <NA> NA
19 Control Subcortex -0.59615385 Prenatal HSB148 L 9.5
20 Control Subcortex -0.59615385 Prenatal HSB148 L 9.7
21 Control Cerebellum -0.59615385 Prenatal HSB148 L 9.5
22 Control Subcortex -0.59615385 Prenatal HSB148 L 10.0
23 Control Cortex -0.59615385 Prenatal HSB148 L 10.0
24 Control Cortex -0.59615385 Prenatal HSB148 L 10.0
25 Control Cortex -0.59615385 Prenatal <NA> <NA> NA
26 Control Subcortex -0.59615385 Prenatal HSB148 L 9.5
27 Control Cortex -0.59615385 Prenatal <NA> <NA> NA
28 Control Subcortex -0.59615385 Prenatal HSB148 L 9.8
29 Control Cortex -0.59615385 Prenatal HSB148 L 10.0
30 Control Cortex -0.59615385 Prenatal <NA> <NA> NA
31 Control Subcortex -0.53846154 Prenatal HSB153 R 9.0
32 Control Subcortex -0.53846154 Prenatal <NA> <NA> NA
33 Control Subcortex -0.53846154 Prenatal HSB153 R 9.3
34 Control Cortex -0.53846154 Prenatal HSB153 R 9.9
35 Control Cortex -0.53846154 Prenatal HSB153 R 10.0
36 Control Cortex -0.53846154 Prenatal <NA> <NA> NA
37 Control Subcortex -0.53846154 Prenatal HSB153 R 9.7
38 Control Cortex -0.53846154 Prenatal HSB153 R 10.0
39 Control Cortex -0.53846154 Prenatal <NA> <NA> NA
40 Control Cortex -0.53846154 Prenatal HSB153 R 9.9
41 Control Cortex -0.53846154 Prenatal HSB153 R 10.0
42 Control Cortex -0.53846154 Prenatal HSB153 R 9.8
43 Control Cortex -0.53846154 Prenatal HSB153 R 10.0
44 Control Cortex -0.53846154 Prenatal HSB153 R 9.6
45 Control Cortex -0.53846154 Prenatal HSB153 R 10.0
46 Control Cortex -0.53846154 Prenatal HSB150 R 9.5
47 Control Cortex -0.53846154 Prenatal HSB150 R 9.7
48 Control Cortex -0.53846154 Prenatal HSB150 R 9.6
49 Control Cerebellum -0.53846154 Prenatal <NA> <NA> NA
50 Control Cortex -0.53846154 Prenatal HSB150 R 9.6
51 Control Cortex -0.53846154 Prenatal HSB150 R 9.4
52 Control Cortex -0.53846154 Prenatal HSB150 R 9.4
53 Control Subcortex -0.53846154 Prenatal <NA> <NA> NA
54 Control Subcortex -0.53846154 Prenatal HSB150 R 9.3
55 Control Cortex -0.53846154 Prenatal <NA> <NA> NA
56 Control Cortex -0.53846154 Prenatal HSB150 R 9.3
57 Control Cortex -0.53846154 Prenatal HSB150 R 9.7
58 Control Cortex -0.53846154 Prenatal HSB150 R 9.4
59 Control Subcortex -0.53846154 Prenatal HSB150 R 8.9
60 Control Subcortex -0.53846154 Prenatal HSB150 R 9.6
61 Control Subcortex -0.53846154 Prenatal HSB113 R 9.7
62 Control Cortex -0.53846154 Prenatal HSB113 R 9.4
63 Control Cortex -0.53846154 Prenatal HSB113 R 9.6
64 Control Cortex -0.53846154 Prenatal HSB113 R 9.4
65 Control Subcortex -0.53846154 Prenatal HSB113 R 9.6
66 Control Cerebellum -0.53846154 Prenatal HSB113 R 9.5
67 Control Subcortex -0.53846154 Prenatal <NA> <NA> NA
68 Control Cortex -0.53846154 Prenatal <NA> <NA> NA
69 Control Cortex -0.53846154 Prenatal HSB113 R 9.5
70 Control Cortex -0.53846154 Prenatal HSB113 R 9.7
71 Control Cortex -0.53846154 Prenatal HSB113 R 9.8
72 Control Cortex -0.53846154 Prenatal <NA> <NA> NA
73 Control Subcortex -0.53846154 Prenatal HSB113 R 9.6
74 Control Cortex -0.53846154 Prenatal HSB113 R 9.4
75 Control Cortex -0.53846154 Prenatal HSB113 R 9.5
76 Control Subcortex -0.51923077 Prenatal HSB114 L 9.7
77 Control Cortex -0.51923077 Prenatal HSB114 L 9.7
78 Control Subcortex -0.51923077 Prenatal HSB114 L 10.0
79 Control Cortex -0.51923077 Prenatal HSB114 L 9.7
80 Control Cortex -0.51923077 Prenatal HSB114 L 9.9
81 Control Cortex -0.51923077 Prenatal HSB114 L 9.6
82 Control Subcortex -0.51923077 Prenatal HSB114 L 8.9
83 Control Cortex -0.51923077 Prenatal HSB114 L 9.6
84 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
85 Control Cortex -0.51923077 Prenatal HSB114 L 9.5
86 Control Cortex -0.51923077 Prenatal HSB114 L 9.4
87 Control Cortex -0.51923077 Prenatal HSB114 L 9.8
88 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
89 Control Cortex -0.51923077 Prenatal HSB114 L 9.7
90 Control Subcortex -0.51923077 Prenatal HSB149 L 10.0
91 Control Cortex -0.51923077 Prenatal HSB149 L 9.9
92 Control Cortex -0.51923077 Prenatal HSB149 L 9.8
93 Control Subcortex -0.51923077 Prenatal HSB149 L 9.5
94 Control Cortex -0.51923077 Prenatal HSB149 L 9.7
95 Control Cerebellum -0.51923077 Prenatal <NA> <NA> NA
96 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
97 Control Cortex -0.51923077 Prenatal HSB149 L 10.0
98 Control Cortex -0.51923077 Prenatal HSB149 L 9.0
99 Control Cortex -0.51923077 Prenatal HSB149 L 9.4
100 Control Subcortex -0.51923077 Prenatal HSB149 L 9.8
101 Control Cortex -0.51923077 Prenatal HSB149 L 10.0
102 Control Cortex -0.51923077 Prenatal HSB149 L 9.5
103 Control Subcortex -0.51923077 Prenatal HSB149 L 9.7
104 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
105 Control Cortex -0.51923077 Prenatal HSB149 L 9.3
106 Control Cortex -0.51923077 Prenatal HSB103 R 10.0
107 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
108 Control Cerebellum -0.51923077 Prenatal <NA> <NA> NA
109 Control Subcortex -0.51923077 Prenatal HSB103 R 10.0
110 Control Cortex -0.51923077 Prenatal HSB103 R 9.5
111 Control Subcortex -0.51923077 Prenatal HSB103 R 10.0
112 Control Cortex -0.51923077 Prenatal HSB103 R 10.0
113 Control Cortex -0.51923077 Prenatal HSB103 R 9.7
114 Control Cortex -0.51923077 Prenatal HSB103 R 9.4
115 Control Subcortex -0.51923077 Prenatal HSB103 R 9.6
116 Control Cortex -0.51923077 Prenatal HSB103 R 9.3
117 Control Cortex -0.51923077 Prenatal <NA> <NA> NA
118 Control Cortex -0.51923077 Prenatal HSB103 R 9.9
119 Control Cortex -0.51923077 Prenatal HSB103 R 10.0
120 Control Cortex -0.46153846 Prenatal HSB96 R 8.8
121 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
122 Control Cortex -0.46153846 Prenatal HSB96 R 9.7
123 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
124 Control Cortex -0.46153846 Prenatal HSB96 R 9.0
125 Control Cortex -0.46153846 Prenatal HSB96 R 9.2
126 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
127 Control Subcortex -0.46153846 Prenatal HSB96 R 9.7
128 Control Subcortex -0.46153846 Prenatal HSB96 R 7.8
129 Control Cortex -0.46153846 Prenatal HSB96 R 9.2
130 Control Cortex -0.46153846 Prenatal HSB178 L 9.7
131 Control Cortex -0.46153846 Prenatal HSB178 L 9.4
132 Control Cortex -0.46153846 Prenatal HSB178 L 9.6
133 Control Cortex -0.46153846 Prenatal HSB178 L 9.8
134 Control Subcortex -0.46153846 Prenatal HSB178 L 10.0
135 Control Subcortex -0.46153846 Prenatal HSB178 L 9.8
136 Control Cortex -0.46153846 Prenatal HSB178 L 9.9
137 Control Cortex -0.46153846 Prenatal HSB178 L 9.8
138 Control Cerebellum -0.46153846 Prenatal HSB178 L 9.5
139 Control Subcortex -0.46153846 Prenatal HSB178 L 9.9
140 Control Subcortex -0.46153846 Prenatal HSB178 L 10.0
141 Control Cortex -0.46153846 Prenatal HSB178 L 9.9
142 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
143 Control Cortex -0.46153846 Prenatal HSB178 L 9.7
144 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
145 Control Cortex -0.46153846 Prenatal HSB178 L 9.7
146 Control Subcortex -0.46153846 Prenatal HSB154 R 10.0
147 Control Cortex -0.46153846 Prenatal HSB154 R 10.0
148 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
149 Control Cortex -0.46153846 Prenatal HSB154 R 10.0
150 Control Cortex -0.46153846 Prenatal HSB154 R 9.7
151 Control Cortex -0.46153846 Prenatal HSB154 R 9.8
152 Control Subcortex -0.46153846 Prenatal HSB154 R 9.9
153 Control Subcortex -0.46153846 Prenatal HSB154 R 10.0
154 Control Cortex -0.46153846 Prenatal HSB154 R 10.0
155 Control Cortex -0.46153846 Prenatal HSB154 R 9.9
156 Control Cortex -0.46153846 Prenatal HSB154 R 10.0
157 Control Subcortex -0.46153846 Prenatal HSB154 R 9.8
158 Control Cortex -0.46153846 Prenatal <NA> <NA> NA
159 Control Subcortex -0.44230769 Prenatal HSB97 L 9.1
160 Control Cortex -0.44230769 Prenatal HSB97 L 9.6
161 Control Subcortex -0.44230769 Prenatal HSB97 L 7.8
162 Control Cortex -0.44230769 Prenatal HSB97 L 9.3
163 Control Subcortex -0.44230769 Prenatal HSB97 L 8.7
164 Control Cortex -0.44230769 Prenatal <NA> <NA> NA
165 Control Cortex -0.44230769 Prenatal HSB97 L 8.5
166 Control Cortex -0.44230769 Prenatal HSB97 L 9.3
167 Control Cortex -0.44230769 Prenatal HSB97 L 8.6
168 Control Cortex -0.44230769 Prenatal HSB97 L 9.3
169 Control Cerebellum -0.44230769 Prenatal HSB97 L 9.6
170 Control Cortex -0.44230769 Prenatal HSB97 L 9.5
171 Control Subcortex -0.44230769 Prenatal HSB97 L 9.1
172 Control Cortex -0.44230769 Prenatal <NA> <NA> NA
173 Control Cortex -0.40384615 Prenatal HSB98 R 8.5
174 Control Cortex -0.40384615 Prenatal HSB98 R 9.0
175 Control Cortex -0.40384615 Prenatal HSB98 R 8.4
176 Control Cortex -0.40384615 Prenatal <NA> <NA> NA
177 Control Cortex -0.40384615 Prenatal HSB98 R 9.2
178 Control Subcortex -0.40384615 Prenatal HSB98 R 8.5
179 Control Cortex -0.40384615 Prenatal HSB98 R 8.9
180 Control Subcortex -0.40384615 Prenatal HSB98 R 7.8
181 Control Cortex -0.40384615 Prenatal HSB98 R 8.8
182 Control Subcortex -0.40384615 Prenatal HSB98 R 9.7
183 Control Cortex -0.40384615 Prenatal <NA> <NA> NA
184 Control Cerebellum -0.36538462 Prenatal HSB107 L 8.2
185 Control Cortex -0.36538462 Prenatal HSB107 L 8.7
186 Control Cortex -0.36538462 Prenatal <NA> <NA> NA
187 Control Cortex -0.36538462 Prenatal HSB92 R 9.1
188 Control Subcortex -0.36538462 Prenatal HSB92 R 10.0
189 Control Subcortex -0.36538462 Prenatal HSB92 R 9.7
190 Control Cortex -0.36538462 Prenatal HSB92 R 8.7
191 Control Cortex -0.36538462 Prenatal HSB92 R 9.5
192 Control Subcortex -0.36538462 Prenatal HSB92 R 9.2
193 Control Cortex -0.36538462 Prenatal HSB92 R 9.5
194 Control Cortex -0.36538462 Prenatal HSB92 R 9.1
195 Control Cortex -0.36538462 Prenatal HSB92 R 9.3
196 Control Cortex -0.36538462 Prenatal HSB92 R 9.7
197 Control Cerebellum -0.36538462 Prenatal HSB92 R 9.4
198 Control Cortex -0.36538462 Prenatal HSB92 R 8.0
199 Control Cortex -0.36538462 Prenatal <NA> <NA> NA
200 Control Subcortex -0.30769231 Prenatal <NA> <NA> NA
201 Control Subcortex -0.30769231 Prenatal <NA> <NA> NA
202 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
203 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
204 Control Subcortex -0.30769231 Prenatal <NA> <NA> NA
205 Control Subcortex -0.30769231 Prenatal <NA> <NA> NA
206 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
207 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
208 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
209 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
210 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
211 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
212 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
213 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
214 Control Cerebellum -0.30769231 Prenatal <NA> <NA> NA
215 Control Cortex -0.30769231 Prenatal <NA> <NA> NA
216 Control Cortex -0.28846154 Prenatal HSB169 L 9.3
217 Control Cortex -0.26923077 Prenatal HSB168 L 9.3
218 Control Cortex -0.26923077 Prenatal HSB168 L 9.6
219 Control Cortex -0.26923077 Prenatal <NA> <NA> NA
220 Control Cerebellum -0.09615385 Prenatal <NA> <NA> NA
221 Control Cortex -0.09615385 Prenatal <NA> <NA> NA
222 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
223 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
224 Control Subcortex -0.05769231 Prenatal <NA> <NA> NA
225 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
226 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
227 Control Subcortex -0.05769231 Prenatal <NA> <NA> NA
228 Control Cerebellum -0.05769231 Prenatal <NA> <NA> NA
229 Control Subcortex -0.05769231 Prenatal <NA> <NA> NA
230 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
231 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
232 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
233 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
234 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
235 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
236 Control Cortex -0.05769231 Prenatal <NA> <NA> NA
237 Control Subcortex -0.05769231 Prenatal <NA> <NA> NA
238 Control Cortex 0.33333333 Postnatal HSB132 L 8.2
239 Control Subcortex 0.33333333 Postnatal HSB132 L 9.7
240 Control Cortex 0.33333333 Postnatal HSB132 L 9.5
241 Control Cerebellum 0.33333333 Postnatal HSB132 L 9.2
242 Control Subcortex 0.33333333 Postnatal HSB132 L 8.4
243 Control Subcortex 0.33333333 Postnatal HSB132 L 9.2
244 Control Cortex 0.33333333 Postnatal HSB132 L 8.7
245 Control Subcortex 0.33333333 Postnatal HSB132 L 8.5
246 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
247 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
248 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
249 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
250 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
251 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
252 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
253 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
254 Control Subcortex 0.33333333 Postnatal <NA> <NA> NA
255 Control Cortex 0.33333333 Postnatal HSB139 L 7.9
256 Control Subcortex 0.33333333 Postnatal HSB139 L 8.8
257 Control Cortex 0.33333333 Postnatal HSB139 L 8.8
258 Control Subcortex 0.33333333 Postnatal HSB139 L 9.9
259 Control Cortex 0.33333333 Postnatal HSB139 L 9.0
260 Control Cortex 0.33333333 Postnatal HSB139 L 8.3
261 Control Subcortex 0.33333333 Postnatal HSB139 L 8.4
262 Control Subcortex 0.33333333 Postnatal HSB139 L 9.6
263 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
264 Control Cortex 0.33333333 Postnatal HSB139 L 8.8
265 Control Cortex 0.33333333 Postnatal HSB139 L 9.0
266 Control Cortex 0.33333333 Postnatal HSB139 L 8.7
267 Control Cortex 0.33333333 Postnatal HSB139 L 9.6
268 Control Cerebellum 0.33333333 Postnatal HSB139 L 9.0
269 Control Cortex 0.33333333 Postnatal <NA> <NA> NA
270 Control Cortex 0.33333333 Postnatal HSB139 L 7.9
271 Control Cortex 0.83333333 Postnatal HSB171 L 8.6
272 Control Cortex 0.83333333 Postnatal HSB171 L 9.0
273 Control Cortex 0.83333333 Postnatal HSB171 L 9.2
274 Control Cortex 0.83333333 Postnatal <NA> <NA> NA
275 Control Cortex 0.83333333 Postnatal HSB171 L 9.4
276 Control Cortex 0.83333333 Postnatal <NA> <NA> NA
277 Control Cerebellum 0.83333333 Postnatal HSB171 L 9.2
278 Control Cortex 0.83333333 Postnatal HSB171 L 9.2
279 Control Subcortex 0.83333333 Postnatal HSB171 L 9.3
280 Control Cortex 0.83333333 Postnatal HSB171 L 8.9
281 Control Subcortex 1.00000000 Postnatal <NA> <NA> NA
282 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
283 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
284 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
285 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
286 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
287 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
288 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
289 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
290 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
291 Control Cerebellum 1.00000000 Postnatal <NA> <NA> NA
292 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
293 Control Subcortex 1.00000000 Postnatal <NA> <NA> NA
294 Control Subcortex 1.00000000 Postnatal <NA> <NA> NA
295 Control Cortex 1.00000000 Postnatal <NA> <NA> NA
296 Control Subcortex 1.00000000 Postnatal <NA> <NA> NA
297 Control Cortex 2.00000000 Postnatal HSB143 R 7.5
298 Control Cortex 2.00000000 Postnatal HSB143 R 5.6
299 Control Cortex 2.00000000 Postnatal HSB143 R 6.9
300 Control Cortex 2.00000000 Postnatal HSB143 R 5.4
301 Control Subcortex 2.00000000 Postnatal <NA> <NA> NA
302 Control Cortex 2.00000000 Postnatal <NA> <NA> NA
303 Control Cortex 2.00000000 Postnatal <NA> <NA> NA
304 Control Cerebellum 2.00000000 Postnatal HSB143 R 8.9
305 Control Subcortex 2.00000000 Postnatal HSB143 R 6.9
306 Control Cortex 2.00000000 Postnatal HSB143 R 6.8
307 Control Cortex 2.00000000 Postnatal HSB143 R 7.4
308 Control Cortex 2.00000000 Postnatal HSB143 R 7.8
309 Control Subcortex 3.00000000 Postnatal HSB173 L 8.0
310 Control Cortex 3.00000000 Postnatal HSB173 L 8.3
311 Control Cortex 3.00000000 Postnatal HSB173 L 7.8
312 Control Cortex 3.00000000 Postnatal HSB173 L 7.8
313 Control Cerebellum 3.00000000 Postnatal HSB173 L 8.7
314 Control Subcortex 3.00000000 Postnatal HSB173 L 6.8
315 Control Cortex 3.00000000 Postnatal HSB173 L 8.0
316 Control Cortex 3.00000000 Postnatal HSB173 L 7.7
317 Control Cortex 3.00000000 Postnatal HSB173 L 7.2
318 Control Subcortex 3.00000000 Postnatal HSB173 L 7.6
319 Control Cortex 3.00000000 Postnatal HSB173 L 8.3
320 Control Cortex 3.00000000 Postnatal HSB172 L 7.7
321 Control Cortex 3.00000000 Postnatal <NA> <NA> NA
322 Control Cortex 3.00000000 Postnatal HSB172 L 5.9
323 Control Cortex 3.00000000 Postnatal HSB172 L 6.1
324 Control Cortex 3.00000000 Postnatal HSB172 L 6.7
325 Control Cortex 3.00000000 Postnatal HSB172 L 6.6
326 Control Cortex 3.00000000 Postnatal HSB172 L 7.4
327 Control Cerebellum 3.00000000 Postnatal HSB172 L 8.6
328 Control Cortex 3.00000000 Postnatal HSB172 L 7.4
329 Control Subcortex 3.00000000 Postnatal HSB172 L 6.8
330 Control Cortex 3.00000000 Postnatal HSB172 L 6.6
331 Control Cortex 3.00000000 Postnatal <NA> <NA> NA
332 Control Subcortex 3.00000000 Postnatal HSB172 L 7.0
333 Control Cortex 3.00000000 Postnatal HSB172 L 6.0
334 Control Subcortex 4.00000000 Postnatal HSB118 R 7.7
335 Control Subcortex 4.00000000 Postnatal HSB118 R 8.2
336 Control Cortex 4.00000000 Postnatal HSB118 R 8.0
337 Control Cortex 4.00000000 Postnatal <NA> <NA> NA
338 Control Cortex 4.00000000 Postnatal HSB118 R 7.6
339 Control Cerebellum 4.00000000 Postnatal HSB118 R 8.5
340 Control Subcortex 4.00000000 Postnatal HSB118 R 8.5
341 Control Cortex 8.00000000 Postnatal HSB141 L 7.9
342 Control Cortex 8.00000000 Postnatal HSB141 L 8.6
343 Control Cortex 8.00000000 Postnatal HSB141 L 8.3
344 Control Cortex 8.00000000 Postnatal HSB141 L 7.9
345 Control Cortex 8.00000000 Postnatal HSB141 L 7.7
346 Control Subcortex 8.00000000 Postnatal HSB141 L 8.4
347 Control Cortex 8.00000000 Postnatal HSB141 L 7.9
348 Control Subcortex 8.00000000 Postnatal HSB141 L 7.9
349 Control Subcortex 8.00000000 Postnatal HSB141 L 7.1
350 Control Cortex 8.00000000 Postnatal HSB141 L 8.8
351 Control Cerebellum 8.00000000 Postnatal HSB141 L 8.7
352 Control Cortex 8.00000000 Postnatal <NA> <NA> NA
353 Control Subcortex 8.00000000 Postnatal HSB141 L 8.5
354 Control Cortex 8.00000000 Postnatal HSB141 L 8.1
355 Control Cortex 8.00000000 Postnatal <NA> <NA> NA
356 Control Cortex 8.00000000 Postnatal HSB141 L 8.0
357 Control Cortex 8.00000000 Postnatal <NA> <NA> NA
358 Control Cerebellum 8.00000000 Postnatal HSB174 L 9.4
359 Control Cortex 8.00000000 Postnatal HSB174 L 9.3
360 Control Cortex 8.00000000 Postnatal HSB174 L 9.2
361 Control Subcortex 8.00000000 Postnatal HSB174 L 9.4
362 Control Subcortex 8.00000000 Postnatal HSB174 L 9.3
363 Control Cortex 8.00000000 Postnatal HSB174 L 9.5
364 Control Cortex 8.00000000 Postnatal HSB174 L 8.1
365 Control Cortex 8.00000000 Postnatal <NA> <NA> NA
366 Control Cortex 8.00000000 Postnatal HSB174 L 8.8
367 Control Cortex 8.00000000 Postnatal HSB174 L 8.9
368 Control Cortex 11.00000000 Postnatal HSB175 L 9.2
369 Control Cortex 11.00000000 Postnatal HSB175 L 8.4
370 Control Cortex 11.00000000 Postnatal HSB175 L 8.4
371 Control Cortex 11.00000000 Postnatal HSB175 L 7.8
372 Control Cortex 11.00000000 Postnatal HSB175 L 8.8
373 Control Cortex 11.00000000 Postnatal <NA> <NA> NA
374 Control Subcortex 11.00000000 Postnatal HSB175 L 9.4
375 Control Cortex 11.00000000 Postnatal HSB175 L 9.1
376 Control Cerebellum 11.00000000 Postnatal HSB175 L 9.2
377 Control Cortex 11.00000000 Postnatal HSB175 L 9.1
378 Control Subcortex 11.00000000 Postnatal HSB175 L 9.4
379 Control Cortex 11.00000000 Postnatal HSB175 L 8.8
380 Control Cortex 11.00000000 Postnatal HSB175 L 8.9
381 Control Cortex 11.00000000 Postnatal <NA> <NA> NA
382 Control Cortex 13.00000000 Postnatal <NA> <NA> NA
383 Control Cortex 13.00000000 Postnatal HSB124 R 9.5
384 Control Cortex 13.00000000 Postnatal HSB124 R 9.4
385 Control Cortex 13.00000000 Postnatal HSB124 R 9.8
386 Control Cortex 13.00000000 Postnatal HSB124 R 9.2
387 Control Cortex 13.00000000 Postnatal HSB124 R 9.1
388 Control Cerebellum 13.00000000 Postnatal HSB124 R 9.4
389 Control Cortex 13.00000000 Postnatal HSB124 R 9.4
390 Control Cortex 13.00000000 Postnatal HSB124 R 9.2
391 Control Cortex 13.00000000 Postnatal <NA> <NA> NA
392 Control Cortex 13.00000000 Postnatal HSB124 R 9.2
393 Control Subcortex 13.00000000 Postnatal HSB124 R 8.8
394 Control Subcortex 13.00000000 Postnatal HSB124 R 8.8
395 Control Cortex 13.00000000 Postnatal HSB124 R 9.4
396 Control Subcortex 13.00000000 Postnatal HSB124 R 8.9
397 Control Subcortex 13.00000000 Postnatal HSB124 R 9.3
398 Control Cortex 15.00000000 Postnatal HSB119 L 9.8
399 Control Cerebellum 15.00000000 Postnatal HSB119 L 10.0
400 Control Cortex 15.00000000 Postnatal HSB119 L 9.8
401 Control Cortex 15.00000000 Postnatal HSB119 L 10.0
402 Control Subcortex 15.00000000 Postnatal HSB119 L 10.0
403 Control Subcortex 18.00000000 Postnatal <NA> <NA> NA
404 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
405 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
406 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
407 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
408 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
409 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
410 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
411 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
412 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
413 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
414 Control Cortex 18.00000000 Postnatal <NA> <NA> NA
415 Control Cerebellum 18.00000000 Postnatal <NA> <NA> NA
416 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
417 Control Cerebellum 19.00000000 Postnatal <NA> <NA> NA
418 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
419 Control Subcortex 19.00000000 Postnatal <NA> <NA> NA
420 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
421 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
422 Control Subcortex 19.00000000 Postnatal <NA> <NA> NA
423 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
424 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
425 Control Subcortex 19.00000000 Postnatal <NA> <NA> NA
426 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
427 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
428 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
429 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
430 Control Cortex 19.00000000 Postnatal <NA> <NA> NA
431 Control Subcortex 19.00000000 Postnatal <NA> <NA> NA
432 Control Cortex 21.00000000 Postnatal <NA> <NA> NA
433 Control Cortex 21.00000000 Postnatal HSB130 L 9.3
434 Control Cortex 21.00000000 Postnatal HSB130 L 8.8
435 Control Cortex 21.00000000 Postnatal <NA> <NA> NA
436 Control Subcortex 21.00000000 Postnatal HSB130 L 8.6
437 Control Subcortex 21.00000000 Postnatal HSB130 L 8.1
438 Control Cortex 21.00000000 Postnatal HSB130 L 9.5
439 Control Cortex 21.00000000 Postnatal HSB130 L 9.3
440 Control Cortex 21.00000000 Postnatal HSB130 L 8.9
441 Control Cerebellum 21.00000000 Postnatal HSB130 L 9.2
442 Control Cortex 21.00000000 Postnatal HSB130 L 9.2
443 Control Cortex 21.00000000 Postnatal HSB130 L 9.2
444 Control Cortex 21.00000000 Postnatal HSB130 L 9.2
445 Control Subcortex 21.00000000 Postnatal HSB130 L 8.7
446 Control Subcortex 21.00000000 Postnatal HSB130 L 9.3
447 Control Cortex 21.00000000 Postnatal HSB130 L 8.2
448 Control Cortex 23.00000000 Postnatal HSB136 R 8.3
449 Control Subcortex 23.00000000 Postnatal HSB136 R 8.1
450 Control Cortex 23.00000000 Postnatal HSB136 R 9.0
451 Control Subcortex 23.00000000 Postnatal HSB136 R 7.6
452 Control Cortex 23.00000000 Postnatal HSB136 R 9.3
453 Control Cortex 23.00000000 Postnatal HSB136 R 8.6
454 Control Cortex 23.00000000 Postnatal <NA> <NA> NA
455 Control Cortex 23.00000000 Postnatal HSB136 R 8.4
456 Control Subcortex 23.00000000 Postnatal HSB136 R 8.5
457 Control Cerebellum 23.00000000 Postnatal HSB136 R 9.5
458 Control Cortex 23.00000000 Postnatal HSB136 R 9.1
459 Control Cortex 23.00000000 Postnatal HSB136 R 9.2
460 Control Cortex 23.00000000 Postnatal HSB136 R 9.1
461 Control Subcortex 23.00000000 Postnatal HSB136 R 8.7
462 Control Cortex 30.00000000 Postnatal HSB126 R 8.5
463 Control Subcortex 30.00000000 Postnatal HSB126 R 9.2
464 Control Cortex 30.00000000 Postnatal <NA> <NA> NA
465 Control Cortex 30.00000000 Postnatal HSB126 R 8.7
466 Control Cortex 30.00000000 Postnatal HSB126 R 8.5
467 Control Cortex 30.00000000 Postnatal HSB126 R 8.8
468 Control Cortex 30.00000000 Postnatal HSB126 R 8.5
469 Control Subcortex 30.00000000 Postnatal HSB126 R 8.6
470 Control Subcortex 30.00000000 Postnatal HSB126 R 8.6
471 Control Cortex 30.00000000 Postnatal HSB126 R 8.1
472 Control Cortex 30.00000000 Postnatal HSB126 R 8.3
473 Control Cortex 30.00000000 Postnatal <NA> <NA> NA
474 Control Subcortex 30.00000000 Postnatal HSB126 R 8.4
475 Control Cortex 30.00000000 Postnatal HSB126 R 8.7
476 Control Cortex 30.00000000 Postnatal HSB126 R 8.5
477 Control Cerebellum 30.00000000 Postnatal HSB126 R 9.3
478 Control Cortex 36.00000000 Postnatal HSB145 R 8.2
479 Control Cortex 36.00000000 Postnatal HSB145 R 8.9
480 Control Cortex 36.00000000 Postnatal <NA> <NA> NA
481 Control Cortex 36.00000000 Postnatal HSB145 R 7.3
482 Control Cortex 36.00000000 Postnatal HSB145 R 8.8
483 Control Subcortex 36.00000000 Postnatal HSB145 R 7.5
484 Control Cortex 36.00000000 Postnatal HSB145 R 8.2
485 Control Cortex 36.00000000 Postnatal HSB145 R 8.1
486 Control Cortex 36.00000000 Postnatal <NA> <NA> NA
487 Control Cortex 36.00000000 Postnatal HSB145 R 9.4
488 Control Cortex 36.00000000 Postnatal HSB145 R 7.1
489 Control Cerebellum 36.00000000 Postnatal HSB145 R 8.9
490 Control Cortex 36.00000000 Postnatal HSB145 R 8.4
491 Control Subcortex 36.00000000 Postnatal HSB145 R 8.2
492 Control Subcortex 36.00000000 Postnatal HSB145 R 8.2
493 Control Subcortex 36.00000000 Postnatal HSB145 R 8.6
494 Control Cortex 37.00000000 Postnatal HSB123 R 8.4
495 Control Cortex 37.00000000 Postnatal HSB123 R 7.1
496 Control Cerebellum 37.00000000 Postnatal HSB123 R 8.9
497 Control Subcortex 37.00000000 Postnatal HSB123 R 8.2
498 Control Cortex 37.00000000 Postnatal HSB123 R 8.8
499 Control Subcortex 37.00000000 Postnatal HSB123 R 8.6
500 Control Cortex 37.00000000 Postnatal <NA> <NA> NA
501 Control Cortex 37.00000000 Postnatal HSB123 R 8.1
502 Control Cortex 37.00000000 Postnatal HSB123 R 7.3
503 Control Cortex 37.00000000 Postnatal HSB123 R 9.4
504 Control Cortex 37.00000000 Postnatal HSB123 R 8.2
505 Control Cortex 37.00000000 Postnatal HSB123 R 8.2
506 Control Subcortex 37.00000000 Postnatal HSB123 R 8.2
507 Control Cortex 37.00000000 Postnatal HSB123 R 8.9
508 Control Subcortex 37.00000000 Postnatal HSB123 R 7.5
509 Control Cortex 37.00000000 Postnatal <NA> <NA> NA
510 Control Cortex 40.00000000 Postnatal <NA> <NA> NA
511 Control Cortex 40.00000000 Postnatal HSB135 R 8.2
512 Control Cortex 40.00000000 Postnatal HSB135 R 9.5
513 Control Subcortex 40.00000000 Postnatal HSB135 R 8.5
514 Control Subcortex 40.00000000 Postnatal HSB135 R 8.5
515 Control Cortex 40.00000000 Postnatal HSB135 R 8.5
516 Control Cerebellum 40.00000000 Postnatal HSB135 R 9.3
517 Control Cortex 40.00000000 Postnatal HSB135 R 9.2
518 Control Cortex 40.00000000 Postnatal HSB135 R 9.2
519 Control Cortex 40.00000000 Postnatal HSB135 R 9.1
520 Control Cortex 40.00000000 Postnatal HSB135 R 9.2
521 Control Cortex 40.00000000 Postnatal HSB135 R 8.6
522 Control Subcortex 40.00000000 Postnatal HSB135 R 7.8
523 Control Subcortex 40.00000000 Postnatal HSB135 R 9.3
524 Control Cortex 40.00000000 Postnatal HSB135 R 8.8
Dissectionscore PMI pH Ethnicity
1 NA <NA> <NA> <NA>
2 5 1 6.94 E
3 3 1 6.94 E
4 4 1 6.94 E
5 NA <NA> <NA> <NA>
6 4 1 6.94 E
7 3 1 6.94 E
8 5 1 6.94 E
9 NA <NA> <NA> <NA>
10 NA <NA> <NA> <NA>
11 5 1 6.94 E
12 5 1 6.94 E
13 4 1 6.94 E
14 4 1 6.94 E
15 5 1 6.94 E
16 NA <NA> <NA> <NA>
17 NA <NA> <NA> <NA>
18 NA <NA> <NA> <NA>
19 4 1 6.01 E
20 5 1 6.01 E
21 5 1 6.01 E
22 5 1 6.01 E
23 5 1 6.01 E
24 5 1 6.01 E
25 NA <NA> <NA> <NA>
26 5 1 6.01 E
27 NA <NA> <NA> <NA>
28 4 1 6.01 E
29 5 1 6.01 E
30 NA <NA> <NA> <NA>
31 5 1 NA As
32 NA <NA> <NA> <NA>
33 5 1 NA As
34 5 1 NA As
35 5 1 NA As
36 NA <NA> <NA> <NA>
37 5 1 NA As
38 5 1 NA As
39 NA <NA> <NA> <NA>
40 4 1 NA As
41 5 1 NA As
42 5 1 NA As
43 5 1 NA As
44 5 1 NA As
45 5 1 NA As
46 5 1 6.08 A
47 5 1 6.08 A
48 5 1 6.08 A
49 NA <NA> <NA> <NA>
50 5 1 6.08 A
51 5 1 6.08 A
52 5 1 6.08 A
53 NA <NA> <NA> <NA>
54 5 1 6.08 A
55 NA <NA> <NA> <NA>
56 5 1 6.08 A
57 5 1 6.08 A
58 5 1 6.08 A
59 4 1 6.08 A
60 5 1 6.08 A
61 5 1 6.92 A/E
62 5 1 6.92 A/E
63 4 1 6.92 A/E
64 5 1 6.92 A/E
65 5 1 6.92 A/E
66 5 1 6.92 A/E
67 NA <NA> <NA> <NA>
68 NA <NA> <NA> <NA>
69 5 1 6.92 A/E
70 5 1 6.92 A/E
71 5 1 6.92 A/E
72 NA <NA> <NA> <NA>
73 5 1 6.92 A/E
74 5 1 6.92 A/E
75 5 1 6.92 A/E
76 3 1 NA E
77 5 1 NA E
78 5 1 NA E
79 5 1 NA E
80 5 1 NA E
81 5 1 NA E
82 5 1 NA E
83 5 1 NA E
84 NA <NA> <NA> <NA>
85 5 1 NA E
86 5 1 NA E
87 5 1 NA E
88 NA <NA> <NA> <NA>
89 5 1 NA E
90 5 1 6.39 E
91 4 1 6.39 E
92 5 1 6.39 E
93 5 1 6.39 E
94 5 1 6.39 E
95 NA <NA> <NA> <NA>
96 NA <NA> <NA> <NA>
97 5 1 6.39 E
98 4 1 6.39 E
99 4 1 6.39 E
100 5 1 6.39 E
101 4 1 6.39 E
102 5 1 6.39 E
103 5 1 6.39 E
104 NA <NA> <NA> <NA>
105 5 1 6.39 E
106 4 1 NA E
107 NA <NA> <NA> <NA>
108 NA <NA> <NA> <NA>
109 4 1 NA E
110 5 1 NA E
111 5 1 NA E
112 4 1 NA E
113 4 1 NA E
114 5 1 NA E
115 5 1 NA E
116 5 1 NA E
117 NA <NA> <NA> <NA>
118 5 1 NA E
119 4 1 NA E
120 5 2 NA H
121 NA <NA> <NA> <NA>
122 5 2 NA H
123 NA <NA> <NA> <NA>
124 5 2 NA H
125 5 2 NA H
126 NA <NA> <NA> <NA>
127 5 2 NA H
128 5 2 NA H
129 5 2 NA H
130 4 1 6.84 E
131 4 1 6.84 E
132 5 1 6.84 E
133 4 1 6.84 E
134 4 1 6.84 E
135 4 1 6.84 E
136 5 1 6.84 E
137 5 1 6.84 E
138 5 1 6.84 E
139 5 1 6.84 E
140 3 1 6.84 E
141 4 1 6.84 E
142 NA <NA> <NA> <NA>
143 5 1 6.84 E
144 NA <NA> <NA> <NA>
145 4 1 6.84 E
146 4 1 6.44 A/E
147 5 1 6.44 A/E
148 NA <NA> <NA> <NA>
149 5 1 6.44 A/E
150 5 1 6.44 A/E
151 5 1 6.44 A/E
152 4 1 6.44 A/E
153 3 1 6.44 A/E
154 5 1 6.44 A/E
155 5 1 6.44 A/E
156 5 1 6.44 A/E
157 3 1 6.44 A/E
158 NA <NA> <NA> <NA>
159 5 2 NA E
160 5 2 NA E
161 5 2 NA E
162 5 2 NA E
163 5 2 NA E
164 NA <NA> <NA> <NA>
165 5 2 NA E
166 5 2 NA E
167 5 2 NA E
168 5 2 NA E
169 5 2 NA E
170 5 2 NA E
171 5 2 NA E
172 NA <NA> <NA> <NA>
173 5 2 NA H
174 5 2 NA H
175 5 2 NA H
176 NA <NA> <NA> <NA>
177 5 2 NA H
178 5 2 NA H
179 5 2 NA H
180 5 2 NA H
181 5 2 NA H
182 5 2 NA H
183 NA <NA> <NA> <NA>
184 5 20 6.61 E
185 5 20 6.61 E
186 NA <NA> <NA> <NA>
187 4 4 6.65 A
188 4 4 6.65 A
189 4 4 6.65 A
190 5 4 6.65 A
191 4 4 6.65 A
192 4 4 6.65 A
193 5 4 6.65 A
194 5 4 6.65 A
195 5 4 6.65 A
196 4 4 6.65 A
197 4 4 6.65 A
198 5 4 6.65 A
199 NA <NA> <NA> <NA>
200 NA <NA> <NA> <NA>
201 NA <NA> <NA> <NA>
202 NA <NA> <NA> <NA>
203 NA <NA> <NA> <NA>
204 NA <NA> <NA> <NA>
205 NA <NA> <NA> <NA>
206 NA <NA> <NA> <NA>
207 NA <NA> <NA> <NA>
208 NA <NA> <NA> <NA>
209 NA <NA> <NA> <NA>
210 NA <NA> <NA> <NA>
211 NA <NA> <NA> <NA>
212 NA <NA> <NA> <NA>
213 NA <NA> <NA> <NA>
214 NA <NA> <NA> <NA>
215 NA <NA> <NA> <NA>
216 5 19 NA H
217 4 27 6.38 A
218 5 27 6.38 A
219 NA <NA> <NA> <NA>
220 NA <NA> <NA> <NA>
221 NA <NA> <NA> <NA>
222 NA <NA> <NA> <NA>
223 NA <NA> <NA> <NA>
224 NA <NA> <NA> <NA>
225 NA <NA> <NA> <NA>
226 NA <NA> <NA> <NA>
227 NA <NA> <NA> <NA>
228 NA <NA> <NA> <NA>
229 NA <NA> <NA> <NA>
230 NA <NA> <NA> <NA>
231 NA <NA> <NA> <NA>
232 NA <NA> <NA> <NA>
233 NA <NA> <NA> <NA>
234 NA <NA> <NA> <NA>
235 NA <NA> <NA> <NA>
236 NA <NA> <NA> <NA>
237 NA <NA> <NA> <NA>
238 5 22 6.6 E
239 5 22 6.6 E
240 5 22 6.6 E
241 5 22 6.6 E
242 5 22 6.6 E
243 5 22 6.6 E
244 5 22 6.6 E
245 5 22 6.6 E
246 NA <NA> <NA> <NA>
247 NA <NA> <NA> <NA>
248 NA <NA> <NA> <NA>
249 NA <NA> <NA> <NA>
250 NA <NA> <NA> <NA>
251 NA <NA> <NA> <NA>
252 NA <NA> <NA> <NA>
253 NA <NA> <NA> <NA>
254 NA <NA> <NA> <NA>
255 4 20 6.7 A
256 4 20 6.7 A
257 5 20 6.7 A
258 5 20 6.7 A
259 5 20 6.7 A
260 5 20 6.7 A
261 4 20 6.7 A
262 4 20 6.7 A
263 NA <NA> <NA> <NA>
264 5 20 6.7 A
265 5 20 6.7 A
266 4 20 6.7 A
267 5 20 6.7 A
268 5 20 6.7 A
269 NA <NA> <NA> <NA>
270 5 20 6.7 A
271 5 18 5.96 A
272 4 18 5.96 A
273 4 18 5.96 A
274 NA <NA> <NA> <NA>
275 5 18 5.96 A
276 NA <NA> <NA> <NA>
277 4 18 5.96 A
278 4 18 5.96 A
279 4 18 5.96 A
280 5 18 5.96 A
281 NA <NA> <NA> <NA>
282 NA <NA> <NA> <NA>
283 NA <NA> <NA> <NA>
284 NA <NA> <NA> <NA>
285 NA <NA> <NA> <NA>
286 NA <NA> <NA> <NA>
287 NA <NA> <NA> <NA>
288 NA <NA> <NA> <NA>
289 NA <NA> <NA> <NA>
290 NA <NA> <NA> <NA>
291 NA <NA> <NA> <NA>
292 NA <NA> <NA> <NA>
293 NA <NA> <NA> <NA>
294 NA <NA> <NA> <NA>
295 NA <NA> <NA> <NA>
296 NA <NA> <NA> <NA>
297 5 12 6.3 E
298 4 12 6.3 E
299 4 12 6.3 E
300 5 12 6.3 E
301 NA <NA> <NA> <NA>
302 NA <NA> <NA> <NA>
303 NA <NA> <NA> <NA>
304 5 12 6.3 E
305 5 12 6.3 E
306 5 12 6.3 E
307 5 12 6.3 E
308 5 12 6.3 E
309 5 8 6.03 E
310 5 8 6.03 E
311 5 8 6.03 E
312 5 8 6.03 E
313 5 8 6.03 E
314 4 8 6.03 E
315 5 8 6.03 E
316 4 8 6.03 E
317 5 8 6.03 E
318 4 8 6.03 E
319 5 8 6.03 E
320 5 16 5.69 H
321 NA <NA> <NA> <NA>
322 4 16 5.69 H
323 4 16 5.69 H
324 5 16 5.69 H
325 5 16 5.69 H
326 4 16 5.69 H
327 5 16 5.69 H
328 5 16 5.69 H
329 4 16 5.69 H
330 5 16 5.69 H
331 NA <NA> <NA> <NA>
332 4 16 5.69 H
333 5 16 5.69 H
334 5 20 6.52 A
335 5 20 6.52 A
336 4 20 6.52 A
337 NA <NA> <NA> <NA>
338 5 20 6.52 A
339 5 20 6.52 A
340 5 20 6.52 A
341 5 30 6.54 A
342 4 30 6.54 A
343 5 30 6.54 A
344 5 30 6.54 A
345 5 30 6.54 A
346 5 30 6.54 A
347 5 30 6.54 A
348 5 30 6.54 A
349 5 30 6.54 A
350 4 30 6.54 A
351 5 30 6.54 A
352 NA <NA> <NA> <NA>
353 5 30 6.54 A
354 5 30 6.54 A
355 NA <NA> <NA> <NA>
356 5 30 6.54 A
357 NA <NA> <NA> <NA>
358 5 16 6.25 A
359 5 16 6.25 A
360 5 16 6.25 A
361 5 16 6.25 A
362 4 16 6.25 A
363 5 16 6.25 A
364 5 16 6.25 A
365 NA <NA> <NA> <NA>
366 5 16 6.25 A
367 5 16 6.25 A
368 5 22 6.7 A
369 5 22 6.7 A
370 5 22 6.7 A
371 5 22 6.7 A
372 5 22 6.7 A
373 NA <NA> <NA> <NA>
374 4 22 6.7 A
375 5 22 6.7 A
376 5 22 6.7 A
377 5 22 6.7 A
378 4 22 6.7 A
379 5 22 6.7 A
380 5 22 6.7 A
381 NA <NA> <NA> <NA>
382 NA <NA> <NA> <NA>
383 5 19.5 6.34 A
384 5 19.5 6.34 A
385 5 19.5 6.34 A
386 5 19.5 6.34 A
387 5 19.5 6.34 A
388 5 19.5 6.34 A
389 5 19.5 6.34 A
390 5 19.5 6.34 A
391 NA <NA> <NA> <NA>
392 5 19.5 6.34 A
393 5 19.5 6.34 A
394 5 19.5 6.34 A
395 5 19.5 6.34 A
396 5 19.5 6.34 A
397 5 19.5 6.34 A
398 5 14.5 6.93 A
399 5 14.5 6.93 A
400 5 14.5 6.93 A
401 5 14.5 6.93 A
402 3 14.5 6.93 A
403 NA <NA> <NA> <NA>
404 NA <NA> <NA> <NA>
405 NA <NA> <NA> <NA>
406 NA <NA> <NA> <NA>
407 NA <NA> <NA> <NA>
408 NA <NA> <NA> <NA>
409 NA <NA> <NA> <NA>
410 NA <NA> <NA> <NA>
411 NA <NA> <NA> <NA>
412 NA <NA> <NA> <NA>
413 NA <NA> <NA> <NA>
414 NA <NA> <NA> <NA>
415 NA <NA> <NA> <NA>
416 NA <NA> <NA> <NA>
417 NA <NA> <NA> <NA>
418 NA <NA> <NA> <NA>
419 NA <NA> <NA> <NA>
420 NA <NA> <NA> <NA>
421 NA <NA> <NA> <NA>
422 NA <NA> <NA> <NA>
423 NA <NA> <NA> <NA>
424 NA <NA> <NA> <NA>
425 NA <NA> <NA> <NA>
426 NA <NA> <NA> <NA>
427 NA <NA> <NA> <NA>
428 NA <NA> <NA> <NA>
429 NA <NA> <NA> <NA>
430 NA <NA> <NA> <NA>
431 NA <NA> <NA> <NA>
432 NA <NA> <NA> <NA>
433 5 18 6.81 E
434 5 18 6.81 E
435 NA <NA> <NA> <NA>
436 3 18 6.81 E
437 3 18 6.81 E
438 5 18 6.81 E
439 5 18 6.81 E
440 5 18 6.81 E
441 5 18 6.81 E
442 5 18 6.81 E
443 5 18 6.81 E
444 5 18 6.81 E
445 3 18 6.81 E
446 5 18 6.81 E
447 5 18 6.81 E
448 5 10.5 6.36 A
449 5 10.5 6.36 A
450 5 10.5 6.36 A
451 5 10.5 6.36 A
452 5 10.5 6.36 A
453 5 10.5 6.36 A
454 NA <NA> <NA> <NA>
455 5 10.5 6.36 A
456 5 10.5 6.36 A
457 5 10.5 6.36 A
458 5 10.5 6.36 A
459 5 10.5 6.36 A
460 5 10.5 6.36 A
461 5 10.5 6.36 A
462 5 9.5 6.92 E
463 5 9.5 6.92 E
464 NA <NA> <NA> <NA>
465 5 9.5 6.92 E
466 4 9.5 6.92 E
467 5 9.5 6.92 E
468 4 9.5 6.92 E
469 5 9.5 6.92 E
470 4 9.5 6.92 E
471 5 9.5 6.92 E
472 5 9.5 6.92 E
473 NA <NA> <NA> <NA>
474 4 9.5 6.92 E
475 4 9.5 6.92 E
476 5 9.5 6.92 E
477 5 9.5 6.92 E
478 5 18 6.42 E
479 5 18 6.42 E
480 NA <NA> <NA> <NA>
481 5 18 6.42 E
482 5 18 6.42 E
483 5 18 6.42 E
484 5 18 6.42 E
485 5 18 6.42 E
486 NA <NA> <NA> <NA>
487 5 18 6.42 E
488 5 18 6.42 E
489 5 18 6.42 E
490 5 18 6.42 E
491 5 18 6.42 E
492 5 18 6.42 E
493 5 18 6.42 E
494 5 13 6.37 A
495 5 13 6.37 A
496 5 13 6.37 A
497 5 13 6.37 A
498 5 13 6.37 A
499 5 13 6.37 A
500 NA <NA> <NA> <NA>
501 5 13 6.37 A
502 5 13 6.37 A
503 5 13 6.37 A
504 5 13 6.37 A
505 5 13 6.37 A
506 5 13 6.37 A
507 5 13 6.37 A
508 4 13 6.37 A
509 NA <NA> <NA> <NA>
510 NA <NA> <NA> <NA>
511 5 30.5 6.82 A
512 5 30.5 6.82 A
513 5 30.5 6.82 A
514 4 30.5 6.82 A
515 5 30.5 6.82 A
516 5 30.5 6.82 A
517 5 30.5 6.82 A
518 5 30.5 6.82 A
519 5 30.5 6.82 A
520 5 30.5 6.82 A
521 4 30.5 6.82 A
522 5 30.5 6.82 A
523 5 30.5 6.82 A
524 4 30.5 6.82 Amd %>%
DT::datatable(caption = "BrainSpan metadata after metadata harmonization")Export
write.csv(exp, file = "/home/neuro/Documents/BrainData/Bulk/BrainSpan/Formatted/BrainSpan-exp.csv")
write.csv(md, file = "/home/neuro/Documents/BrainData/Bulk/BrainSpan/Formatted/BrainSpan-metadata.csv")GTEx
gtex = file.path(dir, "GTEx")
gtex.annot = read.csv(here::here("data/annotations/GTEx-metadata-annot.csv"), header = TRUE)attributes = list.files(gtex, full.names = TRUE, pattern = "\\SampleAttributesDS.txt") # Sample attributes contains sample level information
phenotype = list.files(gtex, full.names = TRUE, pattern = "\\SubjectPhenotypesDS.txt") # Phenotype level information related to each donor
exp = list.files(gtex, full.names = TRUE, pattern = "\\gene_tpm.gct.gz") # File used for expression matrix
md.attrbutes = read_tsv(attributes, col_types = c('.default' = 'c')) %>%
dplyr::filter(SMTS == 'Brain') %>%
mutate(SUBJID = sapply(str_split(SAMPID, pattern = "-"),
function(x) paste(x[1:2], collapse = '-'))) %>%
left_join(read_tsv(phenotype, col_types = c('.default' = 'c'))) %>%
as.data.frame()
colnames(md.attrbutes) = gtex.annot$BITColumnName[match(colnames(md.attrbutes), gtex.annot$OriginalMetadataColumnName)]
md.attrbutes %<>%
as.data.frame() %>%
mutate(StructureAcronym = add_feature(.$StructureAcronym, structure_acronym)) %>%
mutate(Regions = add_feature(.$StructureAcronym, regions),
AgeInterval = paste(.$AgeInterval, "yrs", sep = ""),
Diagnosis = "Control",
Sex = ifelse(Sex == 1, "M", "F"),
Period = "Postnatal") %>% as.data.frame()
exp = read.delim(exp, skip = 2)
colnames(exp) <- gsub("\\.", "-", colnames(exp)) # Changing expression file names to match metadata SampleIDs
exp %<>% column_to_rownames("Name")
exp = exp %>%
dplyr::select(contains(md.attrbutes$SampleID))
message(paste0("Samples subsetted - Exp matrix contains ", ncol(exp), " samples"))
rownames(exp) <- sub("\\.[0-9]*$", "", rownames(exp))
md.attrbutes= md.attrbutes[which(md.attrbutes$SampleID %in% colnames(exp)),] md.attrbutes %>%
DT::datatable(caption="GTEx metadata after preprocessing")Export files
write.csv(exp, file = file.path(gtex, "Formatted/GTEx-exp.csv"))
write.csv(md.attrbutes, file = file.path(gtex,"Formatted/GTEx-metadata.csv"))Human developmental Biology Resource
Recount3 contains over 70,000 uniformly processed human RNA-seq
samples. Recount provides gene, exon and exon-exon junction count
matrices both in text format and as a
RangedSummarizedExperiment.
The reads from recount were algined with the splice-aware Rail-RNA aligner. To compute the gene count matrices, the mapped reads were quantified with Gencode v25 with hg38 coordinates.
Unlike traditional quantification methods, recount3 provides base-pair coverage counts. Essentially, these are created in the following manner:
- For each exonic base-pair, the number of reads overlapping at that given base pair is computed. However, as library size is provided in recount3, the coverage counts can be scaled to read counts for a given library size.
hdbr = recount3::create_rse_manual(
project = "ERP016243",
type = "gene"
)
hdbr_annot = read.csv(here::here("data/annotations/HDBR-metadata-annot.csv"), header=TRUE)
hdbr_supp = read_excel("/home/neuro/Documents/BrainData/Bulk/HDBR/Amended Supplementary Table 1.xlsx",
sheet = 1, skip =6) %>%
as.data.frame()
colnames(hdbr_supp) = c("DonorID","Age", "SampleID", "Structure","Hemisphere", "Sex", "PMI")
hdbr_supp %<>% dplyr::select("DonorID","Structure", "PMI")hdbr_phenotype = read.csv("/home/neuro/Documents/BrainData/Bulk/HDBR/hdbr-phenotype.csv",
header=TRUE)load(here::here("data/annotations/HDBR.Rda"))
md.hdbr = md.hdbr[,1:15]
colnames(md.hdbr) = hdbr_annot$BITColumnName[match(colnames(md.hdbr), hdbr_annot$OriginalMetadataColumnName)]
md.hdbr %<>%
as.data.frame() %>%
dplyr::select(-c(Block, OntologyIndividual, KaryotypeOntology, Organism, OrganismOntology,
StructureOntology, HemisphereOntology, OntologyAge)) %>%
mutate(AgeInterval = add_feature(.$Age, age_intervals)) %>%
dplyr::rename("Structure"= "StructureAcronym") %>%
left_join(strc_acr, by = "Structure") %>%
left_join(rgns_ftl, by = "StructureAcronym") %>%
mutate(Sex = toupper(Sex)) %>%
mutate(Sex = ifelse(str_detect(Sex,"XX"), "F",
ifelse(str_detect(Sex, "XY"), "M", "Unknown" )),
Diagnosis = c("Control"),
Period = c("Prenatal"))
md = colData(hdbr) %>%
as.data.frame() %>%
dplyr::select(-contains("2"))
colnames(md) = hdbr_annot$BITColumnName[match(colnames(md), hdbr_annot$OriginalMetadataColumnName)]
md.hdbr %<>%
mutate(Hemisphere = gsub("right", "R", Hemisphere),
Hemisphere = gsub("left", "L", Hemisphere),
Hemisphere = gsub("frontal", "Frontal", Hemisphere))
hdbr_supp %<>%
distinct(DonorID, .keep_all = TRUE) %>%
mutate(PMI = ifelse(PMI == "UNKNOWN", NA, PMI))
md.hdbr %<>%
left_join(hdbr_supp, by = c("DonorID"))
full.md.hdbr =left_join(md.hdbr, md)
full.md.hdbr %<>%
mutate(PMI = as.numeric(PMI))
full.md.hdbr %<>%
dplyr::filter(Structure.x != "stomach")assay(hdbr, "counts") = transform_counts(hdbr, round = TRUE)
hdbr.tpm = recount::getTPM(hdbr)
filter <- rowSums(hdbr.tpm, na.rm = TRUE) > 0.05
hdbr.filter.tpm = hdbr.tpm[filter,]
hdbr.filter.tpm <- thresh(hdbr.filter.tpm)Export data
hdbr.final = hdbr.tpm %>%
as.data.frame() %>%
dplyr::select(contains(full.md.hdbr$SampleID)) %>%
rownames_to_column("EnsemblID") %>%
mutate_at(.vars = "EnsemblID", .funs = gsub, pattern = "\\.[0-9]*$", replacement = "")
write.csv(hdbr.final,file = "/home/neuro/Documents/BrainData/Bulk/HDBR/Formatted/HDBR-exp.csv")
write.csv(full.md.hdbr, file = "/home/neuro/Documents/BrainData/Bulk/HDBR/Formatted/HDBR-metadata.csv")full.md.hdbr %>%
DT::datatable(caption="HDBR metadata after harmonization")PsychEncode
psych = file.path(dir, "PsychEncode")
pe.annot = read.csv(here::here("data/annotations/PsychEncode-metadata-annot.csv"), header=TRUE)
exp = list.files(psych, full.names = TRUE, pattern = "\\Gene_expression_matrix_TPM.txt") %>%
read.table(., header=TRUE, row.names = 1, check.names = FALSE)
md = list.files(psych, full.names = TRUE, pattern = "Job*") %>% read.csv(., header=TRUE) %>%
dplyr::filter(individualID != "2015-1")
md.clinical = read.csv(file.path(psych, "PEC_capstone_data_map_clinical.csv"), header=TRUE, check.names = FALSE)library(ggvenn)
library(VennDiagram)
pe.overlap = list("md individual ID" = md.clinical$`Synapse: individualID`,
# "md pe individual ID" = md.clinical$`resource.psychencode.org: individualID`,
"md original" = md$individualID,
"exp" = colnames(exp))
ggvenn(pe.overlap)
| Version | Author | Date |
|---|---|---|
| cb203cc | urwahnawaz | 2024-03-14 |
x = calculate.overlap(pe.overlap)
xmd_only = x$a1[!x$a1 %in% x$a3]
exp_only = x$a2[!x$a2 %in% x$a3]
ind_id = x$a4
in_exp = x$a5
in_resource_id = x$a6comp = list.files(psych, full.names = TRUE, pattern = "\\Cell_fractions*") %>% read_excel() %>%
as.data.frame() %>%
column_to_rownames("CellType")colnames(md) = pe.annot$BITColumnName[match(colnames(md), pe.annot$OriginalColumnName)]
# Fix existing columns
comp = comp[,-1]
comp = as.data.frame(t(comp))
m <- match(md$SampleID, rownames(comp))
md <- cbind(md, comp[m,])
# PCW to age numeric
md$AgeNumeric[grepl("PCW", md$AgeNumeric, ignore.case = TRUE)] = md$AgeNumeric[grepl("PCW", md$AgeNumeric)] %>%
str_remove("PCW")%>%
as.numeric() %>% `-` (40) %>% divide_by(52)
md$AgeNumeric = gsub("90+", "91", md$AgeNumeric)
md$AgeNumeric =gsub("\\+", "", md$AgeNumeric)
md$AgeNumeric <- as.numeric(as.character(md$AgeNumeric))
md %<>%
dplyr::filter(Diagnosis == "Affective Disorder" |
Diagnosis == "Autism Spectrum Disorder" |
Diagnosis == "Bipolar Disorder" |
Diagnosis == "Control" |
Diagnosis == "Schizophrenia") %>%
mutate(Structure = c("Dorsolateral Prefrontal Cortex"), ## Adding name of structure
StructureAcronym = c("DLPFC")) %>%
mutate(Period = ifelse(.$AgeNumeric >= 0, "Postnatal", "Prenatal")) %>%
mutate(Age_rounded = as.character(sapply(.$AgeNumeric, num_to_round))) %>% as.data.frame() %>%
mutate(AgeInterval = as.character(add_feature(.$Age_rounded, age_intervals)),
Death = as.character(add_feature(.$causeDeath, death_cause))) %>%
mutate(Regions = c("Cortex")) %>%
mutate(DonorID = as.character(.$SampleID)) %>%
dplyr::select(-Age_rounded) %>%
as.data.frame()
exp = exp %>%
dplyr::select(contains(md$SampleID))
md = md %>%
dplyr::filter(SampleID %in% colnames(exp))
exp = exp[colnames(exp) %in% md$SampleID,]
md = md[md$SampleID %in% colnames(exp),] Export data
write.csv(exp, file = file.path(psych, "Formatted/PsychEncode-exp.csv"))
write.csv(md, file = file.path(psych,"Formatted/PsychEncode-metadata.csv"))pe.processed = read.csv(file.path(psych, "Formatted/PsychEncode-exp.csv"), header=TRUE, row.names=1)rm(md)
rm(exp)
sessionInfo()R version 4.3.3 (2024-02-29)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 22.04.4 LTS
Matrix products: default
BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.10.0
LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
locale:
[1] LC_CTYPE=en_AU.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_AU.UTF-8 LC_COLLATE=en_AU.UTF-8
[5] LC_MONETARY=en_AU.UTF-8 LC_MESSAGES=en_AU.UTF-8
[7] LC_PAPER=en_AU.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_AU.UTF-8 LC_IDENTIFICATION=C
time zone: Australia/Adelaide
tzcode source: system (glibc)
attached base packages:
[1] tools grid stats4 stats graphics grDevices utils
[8] datasets methods base
other attached packages:
[1] VennDiagram_1.7.3 futile.logger_1.4.3
[3] lubridate_1.9.3 forcats_1.0.0
[5] purrr_1.0.2 readr_2.1.5
[7] tidyverse_2.0.0 stringr_1.5.1
[9] tidyr_1.3.0 scales_1.3.0
[11] data.table_1.14.10 readxl_1.4.3
[13] naniar_1.0.0 glmpca_0.2.0
[15] broom_1.0.5 cowplot_1.1.2
[17] glue_1.7.0 ggfortify_0.4.16
[19] stargazer_5.2.3 AnnotationHub_3.10.0
[21] BiocFileCache_2.10.1 dbplyr_2.4.0
[23] singscore_1.22.0 EnsDb.Hsapiens.v86_2.99.0
[25] ensembldb_2.26.0 AnnotationFilter_1.26.0
[27] GenomicFeatures_1.54.1 AnnotationDbi_1.64.1
[29] DT_0.31 variancePartition_1.32.2
[31] BiocParallel_1.36.0 limma_3.58.1
[33] gridExtra_2.3 pander_0.6.5
[35] ggvenn_0.1.10 ggplot2_3.4.4
[37] dplyr_1.1.4 corrplot_0.92
[39] reshape2_1.4.4 tibble_3.2.1
[41] magrittr_2.0.3 recount3_1.12.0
[43] SummarizedExperiment_1.32.0 Biobase_2.62.0
[45] GenomicRanges_1.54.1 GenomeInfoDb_1.38.5
[47] IRanges_2.36.0 S4Vectors_0.40.2
[49] BiocGenerics_0.48.1 MatrixGenerics_1.14.0
[51] matrixStats_1.2.0 workflowr_1.7.1
loaded via a namespace (and not attached):
[1] fs_1.6.3 ProtGenerics_1.34.0
[3] bitops_1.0-7 httr_1.4.7
[5] numDeriv_2016.8-1.1 doRNG_1.8.6
[7] backports_1.4.1 utf8_1.2.4
[9] R6_2.5.1 lazyeval_0.2.2
[11] withr_3.0.0 prettyunits_1.2.0
[13] cli_3.6.2 formatR_1.14
[15] labeling_0.4.3 sass_0.4.8
[17] mvtnorm_1.2-4 recount_1.28.0
[19] Rsamtools_2.18.0 foreign_0.8-86
[21] R.utils_2.12.3 rentrez_1.2.3
[23] sessioninfo_1.2.2 BSgenome_1.70.1
[25] rstudioapi_0.15.0 RSQLite_2.3.5
[27] generics_0.1.3 BiocIO_1.12.0
[29] gtools_3.9.5 crosstalk_1.2.1
[31] vroom_1.6.5 Matrix_1.6-5
[33] fansi_1.0.6 abind_1.4-5
[35] R.methodsS3_1.8.2 lifecycle_1.0.4
[37] whisker_0.4.1 yaml_2.3.8
[39] edgeR_4.0.11 qvalue_2.34.0
[41] gplots_3.1.3 SparseArray_1.2.3
[43] blob_1.2.4 promises_1.2.1
[45] crayon_1.5.2 lattice_0.22-5
[47] annotate_1.80.0 KEGGREST_1.42.0
[49] pillar_1.9.0 knitr_1.45
[51] rjson_0.2.21 boot_1.3-28.1
[53] corpcor_1.6.10 codetools_0.2-19
[55] getPass_0.2-4 downloader_0.4
[57] vctrs_0.6.5 png_0.1-8
[59] Rdpack_2.6 cellranger_1.1.0
[61] gtable_0.3.4 cachem_1.0.8
[63] xfun_0.41 rbibutils_2.2.16
[65] S4Arrays_1.2.0 mime_0.12
[67] iterators_1.0.14 statmod_1.5.0
[69] interactiveDisplayBase_1.40.0 ellipsis_0.3.2
[71] nlme_3.1-164 pbkrtest_0.5.2
[73] bit64_4.0.5 progress_1.2.3
[75] EnvStats_2.8.1 filelock_1.0.3
[77] rprojroot_2.0.4 GenomicFiles_1.38.0
[79] bslib_0.6.1 rpart_4.1.23
[81] KernSmooth_2.23-22 Hmisc_5.1-1
[83] colorspace_2.1-0 DBI_1.2.1
[85] nnet_7.3-19 tidyselect_1.2.0
[87] processx_3.8.3 bit_4.0.5
[89] compiler_4.3.3 curl_5.2.0
[91] git2r_0.33.0 graph_1.80.0
[93] htmlTable_2.4.2 derfinder_1.36.0
[95] xml2_1.3.6 DelayedArray_0.28.0
[97] rtracklayer_1.62.0 checkmate_2.3.1
[99] caTools_1.18.2 remaCor_0.0.16
[101] callr_3.7.3 rappdirs_0.3.3
[103] digest_0.6.34 minqa_1.2.6
[105] rmarkdown_2.25 GEOquery_2.70.0
[107] aod_1.3.3 XVector_0.42.0
[109] RhpcBLASctl_0.23-42 base64enc_0.1-3
[111] htmltools_0.5.7 pkgconfig_2.0.3
[113] lme4_1.1-35.1 highr_0.10
[115] fastmap_1.1.1 rlang_1.1.3
[117] htmlwidgets_1.6.4 shiny_1.8.0
[119] farver_2.1.1 jquerylib_0.1.4
[121] jsonlite_1.8.8 R.oo_1.25.0
[123] VariantAnnotation_1.48.1 RCurl_1.98-1.14
[125] Formula_1.2-5 GenomeInfoDbData_1.2.11
[127] munsell_0.5.0 Rcpp_1.0.12
[129] visdat_0.6.0 stringi_1.8.3
[131] zlibbioc_1.48.0 MASS_7.3-60.0.1
[133] bumphunter_1.44.0 plyr_1.8.9
[135] parallel_4.3.3 Biostrings_2.70.1
[137] splines_4.3.3 hms_1.1.3
[139] derfinderHelper_1.36.0 locfit_1.5-9.8
[141] ps_1.7.6 rngtools_1.5.2
[143] biomaRt_2.58.0 futile.options_1.0.1
[145] BiocVersion_3.18.1 XML_3.99-0.16
[147] evaluate_0.23 lambda.r_1.2.4
[149] BiocManager_1.30.22 foreach_1.5.2
[151] nloptr_2.0.3 tzdb_0.4.0
[153] httpuv_1.6.13 xtable_1.8-4
[155] restfulr_0.0.15 fANCOVA_0.6-1
[157] later_1.3.2 lmerTest_3.1-3
[159] memoise_2.0.1 GenomicAlignments_1.38.2
[161] cluster_2.1.6 timechange_0.3.0
[163] GSEABase_1.64.0 here_1.0.1